diff --git a/apps/sim/app/api/organizations/[id]/data-retention/route.ts b/apps/sim/app/api/organizations/[id]/data-retention/route.ts
index 65e291a00d3..e67d229df1a 100644
--- a/apps/sim/app/api/organizations/[id]/data-retention/route.ts
+++ b/apps/sim/app/api/organizations/[id]/data-retention/route.ts
@@ -1,37 +1,40 @@
 import { AuditAction, AuditResourceType, recordAudit } from '@sim/audit'
 import { db } from '@sim/db'
+import type { DataRetentionSettings } from '@sim/db/schema'
 import { member, organization } from '@sim/db/schema'
 import { createLogger } from '@sim/logger'
 import { and, eq } from 'drizzle-orm'
 import { type NextRequest, NextResponse } from 'next/server'
-import { updateOrganizationDataRetentionContract } from '@/lib/api/contracts/organization'
+import {
+  type OrganizationRetentionValues,
+  updateOrganizationDataRetentionContract,
+} from '@/lib/api/contracts/organization'
 import { parseRequest, validationErrorResponse } from '@/lib/api/server'
 import { getSession } from '@/lib/auth'
-import {
-  CLEANUP_CONFIG,
-  type OrganizationRetentionSettings,
-} from '@/lib/billing/cleanup-dispatcher'
+import { CLEANUP_CONFIG } from '@/lib/billing/cleanup-dispatcher'
 import { isOrganizationOnEnterprisePlan } from '@/lib/billing/core/subscription'
 import { isBillingEnabled } from '@/lib/core/config/env-flags'
 import { withRouteHandler } from '@/lib/core/utils/with-route-handler'
 
 const logger = createLogger('DataRetentionAPI')
 
-function enterpriseDefaults(): OrganizationRetentionSettings {
+function enterpriseDefaults(): OrganizationRetentionValues {
   return {
     logRetentionHours: CLEANUP_CONFIG['cleanup-logs'].defaults.enterprise,
     softDeleteRetentionHours: CLEANUP_CONFIG['cleanup-soft-deletes'].defaults.enterprise,
     taskCleanupHours: CLEANUP_CONFIG['cleanup-tasks'].defaults.enterprise,
+    piiRedaction: null,
   }
 }
 
 function normalizeConfigured(
-  settings: Partial<OrganizationRetentionSettings> | null | undefined
-): OrganizationRetentionSettings {
+  settings: DataRetentionSettings | null | undefined
+): OrganizationRetentionValues {
   return {
     logRetentionHours: settings?.logRetentionHours ?? null,
     softDeleteRetentionHours: settings?.softDeleteRetentionHours ?? null,
     taskCleanupHours: settings?.taskCleanupHours ?? null,
+    piiRedaction: settings?.piiRedaction?.rules ? { rules: settings.piiRedaction.rules } : null,
   }
 }
 
@@ -152,7 +155,7 @@ export const PUT = withRouteHandler(
     }
 
     const current = normalizeConfigured(currentOrg.dataRetentionSettings)
-    const merged: OrganizationRetentionSettings = { ...current }
+    const merged: DataRetentionSettings = { ...current }
     if (body.logRetentionHours !== undefined) {
       merged.logRetentionHours = body.logRetentionHours
     }
@@ -162,6 +165,9 @@ export const PUT = withRouteHandler(
     if (body.taskCleanupHours !== undefined) {
       merged.taskCleanupHours = body.taskCleanupHours
     }
+    if (body.piiRedaction !== undefined) {
+      merged.piiRedaction = body.piiRedaction
+    }
 
     const [updated] = await db
       .update(organization)
diff --git a/apps/sim/app/api/workspaces/[id]/data-retention/route.ts b/apps/sim/app/api/workspaces/[id]/data-retention/route.ts
new file mode 100644
index 00000000000..551967e2b7e
--- /dev/null
+++ b/apps/sim/app/api/workspaces/[id]/data-retention/route.ts
@@ -0,0 +1,200 @@
+import { AuditAction, AuditResourceType, recordAudit } from '@sim/audit'
+import { db } from '@sim/db'
+import { type DataRetentionSettings, organization, workspace } from '@sim/db/schema'
+import { eq } from 'drizzle-orm'
+import { type NextRequest, NextResponse } from 'next/server'
+import { updateWorkspaceDataRetentionContract } from '@/lib/api/contracts/workspaces'
+import { parseRequest, validationErrorResponse } from '@/lib/api/server'
+import { getSession } from '@/lib/auth'
+import { CLEANUP_CONFIG } from '@/lib/billing/cleanup-dispatcher'
+import { isWorkspaceOnEnterprisePlan } from '@/lib/billing/core/subscription'
+import { resolveEffectiveRetentionHours } from '@/lib/billing/retention'
+import { isBillingEnabled } from '@/lib/core/config/env-flags'
+import { withRouteHandler } from '@/lib/core/utils/with-route-handler'
+import { getUserEntityPermissions } from '@/lib/workspaces/permissions/utils'
+
+interface RetentionValues {
+  logRetentionHours: number | null
+  softDeleteRetentionHours: number | null
+  taskCleanupHours: number | null
+}
+
+function enterpriseDefaults(): RetentionValues {
+  return {
+    logRetentionHours: CLEANUP_CONFIG['cleanup-logs'].defaults.enterprise,
+    softDeleteRetentionHours: CLEANUP_CONFIG['cleanup-soft-deletes'].defaults.enterprise,
+    taskCleanupHours: CLEANUP_CONFIG['cleanup-tasks'].defaults.enterprise,
+  }
+}
+
+function normalize(settings: DataRetentionSettings | null | undefined): RetentionValues {
+  return {
+    logRetentionHours: settings?.logRetentionHours ?? null,
+    softDeleteRetentionHours: settings?.softDeleteRetentionHours ?? null,
+    taskCleanupHours: settings?.taskCleanupHours ?? null,
+  }
+}
+
+function resolveEffective(
+  workspaceSettings: DataRetentionSettings | null,
+  orgSettings: DataRetentionSettings | null
+): RetentionValues {
+  return {
+    logRetentionHours: resolveEffectiveRetentionHours({
+      workspaceSettings,
+      orgSettings,
+      key: 'logRetentionHours',
+      fallback: CLEANUP_CONFIG['cleanup-logs'].defaults.enterprise,
+    }),
+    softDeleteRetentionHours: resolveEffectiveRetentionHours({
+      workspaceSettings,
+      orgSettings,
+      key: 'softDeleteRetentionHours',
+      fallback: CLEANUP_CONFIG['cleanup-soft-deletes'].defaults.enterprise,
+    }),
+    taskCleanupHours: resolveEffectiveRetentionHours({
+      workspaceSettings,
+      orgSettings,
+      key: 'taskCleanupHours',
+      fallback: CLEANUP_CONFIG['cleanup-tasks'].defaults.enterprise,
+    }),
+  }
+}
+
+async function loadWorkspaceSettings(workspaceId: string) {
+  const [row] = await db
+    .select({
+      name: workspace.name,
+      workspaceSettings: workspace.dataRetentionSettings,
+      orgSettings: organization.dataRetentionSettings,
+    })
+    .from(workspace)
+    .leftJoin(organization, eq(organization.id, workspace.organizationId))
+    .where(eq(workspace.id, workspaceId))
+    .limit(1)
+  return row
+}
+
+/**
+ * GET /api/workspaces/[id]/data-retention
+ * Returns the workspace's effective retention settings, the org default it
+ * inherits from, and its own override. Accessible to any workspace member.
+ */
+export const GET = withRouteHandler(
+  async (_request: NextRequest, { params }: { params: Promise<{ id: string }> }) => {
+    const session = await getSession()
+    if (!session?.user?.id) {
+      return NextResponse.json({ error: 'Unauthorized' }, { status: 401 })
+    }
+
+    const { id: workspaceId } = await params
+
+    const permission = await getUserEntityPermissions(session.user.id, 'workspace', workspaceId)
+    if (!permission) {
+      return NextResponse.json({ error: 'Workspace not found or access denied' }, { status: 404 })
+    }
+
+    const row = await loadWorkspaceSettings(workspaceId)
+    if (!row) {
+      return NextResponse.json({ error: 'Workspace not found' }, { status: 404 })
+    }
+
+    const isEnterprise = !isBillingEnabled || (await isWorkspaceOnEnterprisePlan(workspaceId))
+    const orgConfigured = normalize(row.orgSettings)
+    const workspaceConfigured = normalize(row.workspaceSettings)
+    const effective = isEnterprise
+      ? resolveEffective(row.workspaceSettings, row.orgSettings)
+      : enterpriseDefaults()
+
+    return NextResponse.json({
+      success: true,
+      data: {
+        isEnterprise,
+        defaults: enterpriseDefaults(),
+        orgConfigured,
+        workspaceConfigured,
+        effective,
+      },
+    })
+  }
+)
+
+/**
+ * PUT /api/workspaces/[id]/data-retention
+ * Updates the workspace's retention override. Requires workspace admin and an
+ * enterprise plan. Omitted keys defer to the org default at resolution time.
+ */
+export const PUT = withRouteHandler(
+  async (request: NextRequest, context: { params: Promise<{ id: string }> }) => {
+    const session = await getSession()
+    if (!session?.user?.id) {
+      return NextResponse.json({ error: 'Unauthorized' }, { status: 401 })
+    }
+
+    const parsed = await parseRequest(updateWorkspaceDataRetentionContract, request, context, {
+      validationErrorResponse: (err) => validationErrorResponse(err, 'Invalid request body'),
+    })
+    if (!parsed.success) return parsed.response
+
+    const workspaceId = parsed.data.params.id
+    const body = parsed.data.body
+
+    const permission = await getUserEntityPermissions(session.user.id, 'workspace', workspaceId)
+    if (permission !== 'admin') {
+      return NextResponse.json(
+        { error: 'Forbidden - Only workspace admins can update data retention' },
+        { status: 403 }
+      )
+    }
+
+    if (isBillingEnabled && !(await isWorkspaceOnEnterprisePlan(workspaceId))) {
+      return NextResponse.json(
+        { error: 'Data Retention is available on Enterprise plans only' },
+        { status: 403 }
+      )
+    }
+
+    const row = await loadWorkspaceSettings(workspaceId)
+    if (!row) {
+      return NextResponse.json({ error: 'Workspace not found' }, { status: 404 })
+    }
+
+    const current = normalize(row.workspaceSettings)
+    const merged: DataRetentionSettings = { ...current }
+    if (body.logRetentionHours !== undefined) merged.logRetentionHours = body.logRetentionHours
+    if (body.softDeleteRetentionHours !== undefined) {
+      merged.softDeleteRetentionHours = body.softDeleteRetentionHours
+    }
+    if (body.taskCleanupHours !== undefined) merged.taskCleanupHours = body.taskCleanupHours
+
+    await db
+      .update(workspace)
+      .set({ dataRetentionSettings: merged, updatedAt: new Date() })
+      .where(eq(workspace.id, workspaceId))
+
+    recordAudit({
+      workspaceId,
+      actorId: session.user.id,
+      action: AuditAction.WORKSPACE_UPDATED,
+      resourceType: AuditResourceType.WORKSPACE,
+      resourceId: workspaceId,
+      actorName: session.user.name ?? undefined,
+      actorEmail: session.user.email ?? undefined,
+      resourceName: row.name,
+      description: 'Updated workspace data retention settings',
+      metadata: { changes: body },
+      request,
+    })
+
+    return NextResponse.json({
+      success: true,
+      data: {
+        isEnterprise: true,
+        defaults: enterpriseDefaults(),
+        orgConfigured: normalize(row.orgSettings),
+        workspaceConfigured: normalize(merged),
+        effective: resolveEffective(merged, row.orgSettings),
+      },
+    })
+  }
+)
diff --git a/apps/sim/ee/data-retention/components/data-retention-settings.tsx b/apps/sim/ee/data-retention/components/data-retention-settings.tsx
index 5ac649517f8..56d7482d22f 100644
--- a/apps/sim/ee/data-retention/components/data-retention-settings.tsx
+++ b/apps/sim/ee/data-retention/components/data-retention-settings.tsx
@@ -3,9 +3,25 @@
 import { useEffect, useRef, useState } from 'react'
 import { createLogger } from '@sim/logger'
 import { toError } from '@sim/utils/errors'
-import { Chip, ChipSelect, toast } from '@/components/emcn'
+import { generateId } from '@sim/utils/id'
+import { Plus } from 'lucide-react'
+import {
+  Checkbox,
+  Chip,
+  ChipDropdown,
+  ChipInput,
+  ChipModal,
+  ChipModalBody,
+  ChipModalField,
+  ChipModalFooter,
+  ChipModalHeader,
+  ChipSelect,
+  Search,
+  toast,
+} from '@/components/emcn'
 import { useSession } from '@/lib/auth/auth-client'
 import { isBillingEnabled } from '@/lib/core/config/env-flags'
+import { PII_ENTITY_GROUPS } from '@/lib/guardrails/pii-entities'
 import { getUserRole } from '@/lib/workspaces/organization/utils'
 import { SettingsSection } from '@/app/workspace/[workspaceId]/settings/components/settings-section/settings-section'
 import { InfoNote } from '@/ee/components/info-note'
@@ -15,6 +31,7 @@ import {
   useUpdateOrganizationRetention,
 } from '@/ee/data-retention/hooks/data-retention'
 import { useOrganizations } from '@/hooks/queries/organization'
+import { useWorkspacesQuery } from '@/hooks/queries/workspace'
 
 const logger = createLogger('DataRetentionSettings')
 
@@ -32,6 +49,15 @@ const DAY_OPTIONS = [
   { value: 'never', label: 'Forever' },
 ] as const
 
+/** Local editable shape of a PII redaction rule. */
+interface RuleDraft {
+  id: string
+  name: string
+  entityTypes: string[]
+  appliesToAllWorkspaces: boolean
+  workspaceIds: string[]
+}
+
 function hoursToDisplayDays(hours: number | null): string {
   if (hours === null) return 'never'
   return String(Math.round(hours / 24))
@@ -42,6 +68,26 @@ function daysToHours(days: string): number | null {
   return Number(days) * 24
 }
 
+function normalizeRule(rule: RuleDraft): string {
+  return JSON.stringify({
+    name: rule.name.trim(),
+    entityTypes: [...rule.entityTypes].sort(),
+    appliesToAllWorkspaces: rule.appliesToAllWorkspaces,
+    workspaceIds: rule.appliesToAllWorkspaces ? [] : [...rule.workspaceIds].sort(),
+  })
+}
+
+function entitySummary(rule: RuleDraft): string {
+  if (rule.entityTypes.length === 0) return 'None'
+  return `${rule.entityTypes.length} entity type${rule.entityTypes.length === 1 ? '' : 's'}`
+}
+
+function workspaceSummary(rule: RuleDraft): string {
+  if (rule.appliesToAllWorkspaces) return 'All workspaces'
+  const n = rule.workspaceIds.length
+  return `${n} workspace${n === 1 ? '' : 's'}`
+}
+
 interface RetentionSelectProps {
   value: string
   onChange: (value: string) => void
@@ -59,6 +105,157 @@ function RetentionSelect({ value, onChange }: RetentionSelectProps) {
   return <ChipSelect value={value} onChange={onChange} options={options} align='start' />
 }
 
+interface EntityCheckboxGridProps {
+  selected: string[]
+  onChange: (entityTypes: string[]) => void
+}
+
+function EntityCheckboxGrid({ selected, onChange }: EntityCheckboxGridProps) {
+  const [search, setSearch] = useState('')
+  const query = search.trim().toLowerCase()
+
+  const groups = PII_ENTITY_GROUPS.map((group) => ({
+    label: group.label,
+    entities: query
+      ? group.entities.filter(
+          (e) => e.label.toLowerCase().includes(query) || e.value.toLowerCase().includes(query)
+        )
+      : group.entities,
+  })).filter((group) => group.entities.length > 0)
+
+  const visibleValues: string[] = groups.flatMap((g) => g.entities.map((e) => e.value))
+  const allVisibleSelected =
+    visibleValues.length > 0 && visibleValues.every((v) => selected.includes(v))
+
+  function toggle(value: string) {
+    onChange(selected.includes(value) ? selected.filter((v) => v !== value) : [...selected, value])
+  }
+
+  function toggleAllVisible() {
+    if (allVisibleSelected) {
+      onChange(selected.filter((v) => !visibleValues.includes(v)))
+    } else {
+      onChange([...new Set([...selected, ...visibleValues])])
+    }
+  }
+
+  return (
+    <div className='flex flex-col gap-3'>
+      <div className='flex items-center gap-2'>
+        <ChipInput
+          icon={Search}
+          placeholder='Search PII types...'
+          value={search}
+          onChange={(e) => setSearch(e.target.value)}
+          className='min-w-0 flex-1'
+        />
+        <Chip onClick={toggleAllVisible} disabled={visibleValues.length === 0}>
+          {allVisibleSelected ? 'Deselect all' : 'Select all'}
+        </Chip>
+      </div>
+      <div className='flex flex-col gap-3'>
+        {groups.map((group) => (
+          <div key={group.label} className='flex flex-col gap-1.5'>
+            <span className='font-medium text-[var(--text-tertiary)] text-xs uppercase tracking-wide'>
+              {group.label}
+            </span>
+            <div className='grid grid-cols-2 gap-x-2 gap-y-0.5'>
+              {group.entities.map((entity) => {
+                const checkboxId = `pii-${entity.value}`
+                return (
+                  <label
+                    key={entity.value}
+                    htmlFor={checkboxId}
+                    className='flex cursor-pointer items-center gap-2 rounded-md px-2 py-[5px] transition-colors hover-hover:bg-[var(--surface-active)]'
+                  >
+                    <Checkbox
+                      id={checkboxId}
+                      checked={selected.includes(entity.value)}
+                      onCheckedChange={() => toggle(entity.value)}
+                    />
+                    <span className='truncate text-sm'>{entity.label}</span>
+                  </label>
+                )
+              })}
+            </div>
+          </div>
+        ))}
+      </div>
+    </div>
+  )
+}
+
+interface RuleModalProps {
+  draft: RuleDraft
+  isNew: boolean
+  isSaving: boolean
+  workspaceOptions: { value: string; label: string }[]
+  onChange: (draft: RuleDraft) => void
+  onClose: () => void
+  onSave: () => void
+}
+
+function RuleModal({
+  draft,
+  isNew,
+  isSaving,
+  workspaceOptions,
+  onChange,
+  onClose,
+  onSave,
+}: RuleModalProps) {
+  return (
+    <ChipModal open onOpenChange={onClose} size='xl' srTitle='PII redaction rule'>
+      <ChipModalHeader onClose={onClose}>
+        {isNew ? 'Add PII redaction rule' : 'Edit PII redaction rule'}
+      </ChipModalHeader>
+      <ChipModalBody>
+        <ChipModalField
+          type='input'
+          title='Name (optional)'
+          value={draft.name}
+          onChange={(value) => onChange({ ...draft, name: value })}
+          placeholder='e.g., Mask customer contact info'
+        />
+        <ChipModalField type='custom' title='Applies to'>
+          <ChipDropdown
+            multiple
+            searchable
+            value={draft.workspaceIds}
+            onChange={(workspaceIds) =>
+              onChange({
+                ...draft,
+                workspaceIds,
+                appliesToAllWorkspaces: workspaceIds.length === 0,
+              })
+            }
+            options={workspaceOptions}
+            allLabel='All workspaces'
+            placeholder='All workspaces'
+            searchPlaceholder='Search workspaces'
+            matchTriggerWidth={false}
+            align='start'
+          />
+        </ChipModalField>
+        <ChipModalField type='custom' title='Redact'>
+          <EntityCheckboxGrid
+            selected={draft.entityTypes}
+            onChange={(entityTypes) => onChange({ ...draft, entityTypes })}
+          />
+        </ChipModalField>
+      </ChipModalBody>
+      <ChipModalFooter
+        onCancel={onClose}
+        primaryAction={{
+          label: isSaving ? 'Saving...' : isNew ? 'Add rule' : 'Save',
+          onClick: onSave,
+          disabled: isSaving,
+        }}
+      />
+    </ChipModal>
+  )
+}
+
 export function DataRetentionSettings() {
   const { data: session, isPending: sessionPending } = useSession()
   const { data: orgsData, isLoading: orgsLoading } = useOrganizations()
@@ -68,6 +265,12 @@ export function DataRetentionSettings() {
 
   const { data, isLoading: retentionLoading } = useOrganizationRetention(orgId)
   const updateMutation = useUpdateOrganizationRetention()
+  const { data: workspaces } = useWorkspacesQuery(Boolean(orgId))
+  const workspaceOptions = (workspaces ?? [])
+    .filter((w) => w.organizationId === orgId)
+    .map((w) => ({ value: w.id, label: w.name }))
+  const workspaceName = (id: string) =>
+    workspaceOptions.find((w) => w.value === id)?.label ?? 'Unknown workspace'
 
   const userEmail = session?.user?.email
   const userRole = getUserRole(activeOrganization, userEmail)
@@ -76,11 +279,18 @@ export function DataRetentionSettings() {
   const [logDays, setLogDays] = useState('')
   const [softDeleteDays, setSoftDeleteDays] = useState('')
   const [taskCleanupDays, setTaskCleanupDays] = useState('')
-  const [savedLogDays, setSavedLogDays] = useState('')
-  const [savedSoftDeleteDays, setSavedSoftDeleteDays] = useState('')
-  const [savedTaskCleanupDays, setSavedTaskCleanupDays] = useState('')
+  const [savedHours, setSavedHours] = useState('')
+  const [rules, setRules] = useState<RuleDraft[]>([])
+  const [modalDraft, setModalDraft] = useState<RuleDraft | null>(null)
+  const [modalOriginal, setModalOriginal] = useState<RuleDraft | null>(null)
+  const [modalIsNew, setModalIsNew] = useState(false)
+  const [showUnsaved, setShowUnsaved] = useState(false)
   const formInitializedRef = useRef(false)
 
+  function hoursSnapshot(log: string, soft: string, task: string): string {
+    return JSON.stringify({ log, soft, task })
+  }
+
   useEffect(() => {
     if (!data || formInitializedRef.current) return
     const log = hoursToDisplayDays(data.effective.logRetentionHours)
@@ -89,18 +299,105 @@ export function DataRetentionSettings() {
     setLogDays(log)
     setSoftDeleteDays(soft)
     setTaskCleanupDays(task)
-    setSavedLogDays(log)
-    setSavedSoftDeleteDays(soft)
-    setSavedTaskCleanupDays(task)
+    setSavedHours(hoursSnapshot(log, soft, task))
+    setRules(
+      (data.configured.piiRedaction?.rules ?? []).map((r) => ({
+        id: r.id,
+        name: r.name ?? '',
+        entityTypes: r.entityTypes,
+        appliesToAllWorkspaces: r.appliesToAllWorkspaces,
+        workspaceIds: r.workspaceIds,
+      }))
+    )
     formInitializedRef.current = true
   }, [data])
 
-  const hasChanges =
-    logDays !== savedLogDays ||
-    softDeleteDays !== savedSoftDeleteDays ||
-    taskCleanupDays !== savedTaskCleanupDays
+  const hoursChanged = hoursSnapshot(logDays, softDeleteDays, taskCleanupDays) !== savedHours
+  const modalChanged =
+    modalDraft !== null &&
+    modalOriginal !== null &&
+    normalizeRule(modalDraft) !== normalizeRule(modalOriginal)
 
-  async function handleSave() {
+  async function persistRules(nextRules: RuleDraft[]) {
+    if (!orgId) return
+    await updateMutation.mutateAsync({
+      orgId,
+      settings: {
+        piiRedaction: {
+          rules: nextRules.map((r) => ({
+            id: r.id,
+            name: r.name.trim() || undefined,
+            entityTypes: r.entityTypes,
+            appliesToAllWorkspaces: r.appliesToAllWorkspaces,
+            workspaceIds: r.appliesToAllWorkspaces ? [] : r.workspaceIds,
+          })),
+        },
+      },
+    })
+    setRules(nextRules)
+  }
+
+  function openAddRule() {
+    const blank: RuleDraft = {
+      id: generateId(),
+      name: '',
+      entityTypes: [],
+      appliesToAllWorkspaces: true,
+      workspaceIds: [],
+    }
+    setModalIsNew(true)
+    setModalOriginal(blank)
+    setModalDraft(blank)
+  }
+
+  function openEditRule(rule: RuleDraft) {
+    setModalIsNew(false)
+    setModalOriginal(rule)
+    setModalDraft({ ...rule })
+  }
+
+  function clearModal() {
+    setModalDraft(null)
+    setModalOriginal(null)
+    setShowUnsaved(false)
+  }
+
+  function requestCloseModal() {
+    if (modalChanged) {
+      setShowUnsaved(true)
+    } else {
+      clearModal()
+    }
+  }
+
+  async function saveModalRule() {
+    if (!modalDraft) return
+    const next = rules.some((r) => r.id === modalDraft.id)
+      ? rules.map((r) => (r.id === modalDraft.id ? modalDraft : r))
+      : [...rules, modalDraft]
+    try {
+      await persistRules(next)
+      clearModal()
+      toast.success('PII redaction rule saved.')
+    } catch (error) {
+      const msg = toError(error).message
+      logger.error('Failed to save PII redaction rule', { error: msg })
+      toast.error(msg)
+    }
+  }
+
+  async function removeRule(id: string) {
+    try {
+      await persistRules(rules.filter((r) => r.id !== id))
+      toast.success('PII redaction rule removed.')
+    } catch (error) {
+      const msg = toError(error).message
+      logger.error('Failed to remove PII redaction rule', { error: msg })
+      toast.error(msg)
+    }
+  }
+
+  async function handleSaveHours() {
     if (!orgId) return
     try {
       await updateMutation.mutateAsync({
@@ -111,9 +408,7 @@ export function DataRetentionSettings() {
           taskCleanupHours: daysToHours(taskCleanupDays),
         },
       })
-      setSavedLogDays(logDays)
-      setSavedSoftDeleteDays(softDeleteDays)
-      setSavedTaskCleanupDays(taskCleanupDays)
+      setSavedHours(hoursSnapshot(logDays, softDeleteDays, taskCleanupDays))
       toast.success('Data retention settings saved.')
     } catch (error) {
       const msg = toError(error).message
@@ -165,8 +460,8 @@ export function DataRetentionSettings() {
         <div className='flex items-center'>
           <Chip
             variant='primary'
-            onClick={handleSave}
-            disabled={updateMutation.isPending || !hasChanges}
+            onClick={handleSaveHours}
+            disabled={updateMutation.isPending || !hoursChanged}
           >
             {updateMutation.isPending ? 'Saving...' : 'Save'}
           </Chip>
@@ -197,8 +492,82 @@ export function DataRetentionSettings() {
               </SettingRow>
             </div>
           </SettingsSection>
+          <SettingsSection label='PII Redaction'>
+            <div className='flex flex-col gap-3'>
+              {rules.length > 0 && (
+                <div className='flex flex-col gap-2'>
+                  {rules.map((rule) => (
+                    <div
+                      key={rule.id}
+                      className='flex items-center justify-between gap-3 rounded-lg border border-[var(--border-1)] px-3 py-2'
+                    >
+                      <div className='flex min-w-0 flex-col'>
+                        <span className='truncate text-[var(--text-body)] text-small'>
+                          {rule.name.trim() || 'Untitled rule'}
+                        </span>
+                        <span className='truncate text-[var(--text-muted)] text-caption'>
+                          {entitySummary(rule)} ·{' '}
+                          {rule.appliesToAllWorkspaces || rule.workspaceIds.length !== 1
+                            ? workspaceSummary(rule)
+                            : workspaceName(rule.workspaceIds[0])}
+                        </span>
+                      </div>
+                      <div className='flex flex-shrink-0 items-center gap-2'>
+                        <Chip onClick={() => openEditRule(rule)}>Edit</Chip>
+                        <Chip
+                          onClick={() => removeRule(rule.id)}
+                          disabled={updateMutation.isPending}
+                        >
+                          Remove
+                        </Chip>
+                      </div>
+                    </div>
+                  ))}
+                </div>
+              )}
+              <div>
+                <Chip leftIcon={Plus} onClick={openAddRule}>
+                  Add rule
+                </Chip>
+              </div>
+            </div>
+          </SettingsSection>
         </div>
       </div>
+      {modalDraft && (
+        <RuleModal
+          draft={modalDraft}
+          isNew={modalIsNew}
+          isSaving={updateMutation.isPending}
+          workspaceOptions={workspaceOptions}
+          onChange={setModalDraft}
+          onClose={requestCloseModal}
+          onSave={saveModalRule}
+        />
+      )}
+      <ChipModal
+        open={showUnsaved}
+        onOpenChange={setShowUnsaved}
+        size='sm'
+        srTitle='Unsaved changes'
+      >
+        <ChipModalHeader onClose={() => setShowUnsaved(false)}>Unsaved changes</ChipModalHeader>
+        <ChipModalBody>
+          <p className='px-2 text-[var(--text-muted)] text-small'>
+            You have unsaved changes to this rule. Save them before closing?
+          </p>
+        </ChipModalBody>
+        <ChipModalFooter
+          onCancel={() => setShowUnsaved(false)}
+          cancelDisabled={updateMutation.isPending}
+          secondaryActions={[{ label: 'Discard', onClick: clearModal, variant: 'destructive' }]}
+          primaryAction={{
+            label: updateMutation.isPending ? 'Saving...' : 'Save',
+            onClick: saveModalRule,
+            disabled: updateMutation.isPending,
+          }}
+        />
+      </ChipModal>
     </div>
   )
 }
diff --git a/apps/sim/ee/data-retention/hooks/data-retention.ts b/apps/sim/ee/data-retention/hooks/data-retention.ts
index 6a8e39cc066..1e89344bafa 100644
--- a/apps/sim/ee/data-retention/hooks/data-retention.ts
+++ b/apps/sim/ee/data-retention/hooks/data-retention.ts
@@ -6,15 +6,25 @@ import {
   getOrganizationDataRetentionContract,
   type OrganizationDataRetention,
   type OrganizationRetentionValues,
+  type UpdateOrganizationDataRetentionBody,
   updateOrganizationDataRetentionContract,
 } from '@/lib/api/contracts/organization'
+import {
+  getWorkspaceDataRetentionContract,
+  type UpdateWorkspaceDataRetentionBody,
+  updateWorkspaceDataRetentionContract,
+  type WorkspaceDataRetention,
+} from '@/lib/api/contracts/workspaces'
 
 export type RetentionValues = OrganizationRetentionValues
 export type DataRetentionResponse = OrganizationDataRetention
+export type WorkspaceDataRetentionResponse = WorkspaceDataRetention
 
 export const dataRetentionKeys = {
   all: ['dataRetention'] as const,
   settings: (orgId: string) => [...dataRetentionKeys.all, 'settings', orgId] as const,
+  workspaceSettings: (workspaceId: string) =>
+    [...dataRetentionKeys.all, 'workspace', workspaceId] as const,
 }
 
 async function fetchDataRetention(
@@ -39,7 +49,7 @@ export function useOrganizationRetention(orgId: string | undefined) {
 
 interface UpdateRetentionVariables {
   orgId: string
-  settings: Partial<RetentionValues>
+  settings: UpdateOrganizationDataRetentionBody
 }
 
 export function useUpdateOrganizationRetention() {
@@ -56,3 +66,45 @@ export function useUpdateOrganizationRetention() {
     },
   })
 }
+
+async function fetchWorkspaceDataRetention(
+  workspaceId: string,
+  signal?: AbortSignal
+): Promise<WorkspaceDataRetentionResponse> {
+  const { data } = await requestJson(getWorkspaceDataRetentionContract, {
+    params: { id: workspaceId },
+    signal,
+  })
+  return data
+}
+
+export function useWorkspaceRetention(workspaceId: string | undefined) {
+  return useQuery({
+    queryKey: dataRetentionKeys.workspaceSettings(workspaceId ?? ''),
+    queryFn: ({ signal }) => fetchWorkspaceDataRetention(workspaceId as string, signal),
+    enabled: Boolean(workspaceId),
+    staleTime: 60 * 1000,
+  })
+}
+
+interface UpdateWorkspaceRetentionVariables {
+  workspaceId: string
+  settings: UpdateWorkspaceDataRetentionBody
+}
+
+export function useUpdateWorkspaceRetention() {
+  const queryClient = useQueryClient()
+
+  return useMutation({
+    mutationFn: ({ workspaceId, settings }: UpdateWorkspaceRetentionVariables) =>
+      requestJson(updateWorkspaceDataRetentionContract, {
+        params: { id: workspaceId },
+        body: settings,
+      }),
+    onSettled: (_data, _error, { workspaceId }) => {
+      queryClient.invalidateQueries({
+        queryKey: dataRetentionKeys.workspaceSettings(workspaceId),
+      })
+    },
+  })
+}
diff --git a/apps/sim/lib/api/contracts/organization.ts b/apps/sim/lib/api/contracts/organization.ts
index eaa4c3dbf75..fb8b1a1033c 100644
--- a/apps/sim/lib/api/contracts/organization.ts
+++ b/apps/sim/lib/api/contracts/organization.ts
@@ -1,5 +1,9 @@
 import { z } from 'zod'
-import { workspaceIdSchema } from '@/lib/api/contracts/primitives'
+import {
+  type PiiRedactionSettings,
+  piiRedactionSettingsSchema,
+  workspaceIdSchema,
+} from '@/lib/api/contracts/primitives'
 import { organizationBillingDataSchema } from '@/lib/api/contracts/subscription'
 import { defineRouteContract } from '@/lib/api/contracts/types'
 import { workspacePermissionSchema } from '@/lib/api/contracts/workspaces'
@@ -98,16 +102,24 @@ const organizationDataRetentionHoursSchema = z
   .nullable()
   .optional()
 
+export type { PiiRedactionSettings }
+
 export const updateOrganizationDataRetentionBodySchema = z.object({
   logRetentionHours: organizationDataRetentionHoursSchema,
   softDeleteRetentionHours: organizationDataRetentionHoursSchema,
   taskCleanupHours: organizationDataRetentionHoursSchema,
+  piiRedaction: piiRedactionSettingsSchema.optional(),
 })
 
+export type UpdateOrganizationDataRetentionBody = z.input<
+  typeof updateOrganizationDataRetentionBodySchema
+>
+
 const organizationRetentionValuesSchema = z.object({
   logRetentionHours: z.number().int().nullable(),
   softDeleteRetentionHours: z.number().int().nullable(),
   taskCleanupHours: z.number().int().nullable(),
+  piiRedaction: piiRedactionSettingsSchema.nullable(),
 })
 
 export type OrganizationRetentionValues = z.output<typeof organizationRetentionValuesSchema>
diff --git a/apps/sim/lib/api/contracts/primitives.ts b/apps/sim/lib/api/contracts/primitives.ts
index 9fac093c5af..7e5bc674577 100644
--- a/apps/sim/lib/api/contracts/primitives.ts
+++ b/apps/sim/lib/api/contracts/primitives.ts
@@ -85,6 +85,25 @@ export const userFileSchema = z
   })
   .passthrough()
 
+/** A single PII redaction rule targeting a set of workspaces. */
+export const piiRedactionRuleSchema = z.object({
+  id: z.string().min(1),
+  name: z.string().max(100).optional(),
+  /** Presidio entity types to mask. Empty = redact all detected PII. */
+  entityTypes: z.array(z.string().min(1, 'Entity type cannot be empty')).max(100),
+  appliesToAllWorkspaces: z.boolean(),
+  workspaceIds: z.array(z.string().min(1)).max(1000),
+})
+
+export type PiiRedactionRule = z.output<typeof piiRedactionRuleSchema>
+
+/** Enterprise PII redaction policy applied to workflow logs on persist. */
+export const piiRedactionSettingsSchema = z.object({
+  rules: z.array(piiRedactionRuleSchema).max(100),
+})
+
+export type PiiRedactionSettings = z.output<typeof piiRedactionSettingsSchema>
+
 export const booleanQueryFlagSchema = z.preprocess(
   (value) => {
     if (typeof value === 'boolean') return value
diff --git a/apps/sim/lib/api/contracts/workspaces.ts b/apps/sim/lib/api/contracts/workspaces.ts
index 361004bdf25..6b893789c84 100644
--- a/apps/sim/lib/api/contracts/workspaces.ts
+++ b/apps/sim/lib/api/contracts/workspaces.ts
@@ -272,3 +272,65 @@ export const getWorkspaceMembersContract = defineRouteContract({
 })
 
 export type WorkspacesResponse = ContractJsonResponse<typeof listWorkspacesContract>
+
+const workspaceRetentionHoursSchema = z.number().int().min(24).max(43800).nullable().optional()
+
+/**
+ * Per-workspace override of the org-level data retention settings. Any omitted
+ * key falls back to the org default at resolution time, so a workspace need only
+ * send the keys it wants to override.
+ */
+export const updateWorkspaceDataRetentionBodySchema = z.object({
+  logRetentionHours: workspaceRetentionHoursSchema,
+  softDeleteRetentionHours: workspaceRetentionHoursSchema,
+  taskCleanupHours: workspaceRetentionHoursSchema,
+})
+
+const workspaceRetentionValuesSchema = z.object({
+  logRetentionHours: z.number().int().nullable(),
+  softDeleteRetentionHours: z.number().int().nullable(),
+  taskCleanupHours: z.number().int().nullable(),
+})
+
+const workspaceDataRetentionDataSchema = z.object({
+  isEnterprise: z.boolean(),
+  defaults: workspaceRetentionValuesSchema,
+  /** The org-level default this workspace inherits from when unset. */
+  orgConfigured: workspaceRetentionValuesSchema,
+  /** This workspace's own override (nulls where it defers to the org). */
+  workspaceConfigured: workspaceRetentionValuesSchema,
+  /** Resolved per key: workspace override ?? org default ?? plan default. */
+  effective: workspaceRetentionValuesSchema,
+})
+
+export type WorkspaceDataRetention = z.output<typeof workspaceDataRetentionDataSchema>
+
+export const workspaceDataRetentionResponseSchema = z.object({
+  success: z.boolean(),
+  data: workspaceDataRetentionDataSchema,
+})
+
+export const getWorkspaceDataRetentionContract = defineRouteContract({
+  method: 'GET',
+  path: '/api/workspaces/[id]/data-retention',
+  params: workspaceParamsSchema,
+  response: {
+    mode: 'json',
+    schema: workspaceDataRetentionResponseSchema,
+  },
+})
+
+export const updateWorkspaceDataRetentionContract = defineRouteContract({
+  method: 'PUT',
+  path: '/api/workspaces/[id]/data-retention',
+  params: workspaceParamsSchema,
+  body: updateWorkspaceDataRetentionBodySchema,
+  response: {
+    mode: 'json',
+    schema: workspaceDataRetentionResponseSchema,
+  },
+})
+
+export type UpdateWorkspaceDataRetentionBody = z.input<
+  typeof updateWorkspaceDataRetentionBodySchema
+>
diff --git a/apps/sim/lib/billing/cleanup-dispatcher.ts b/apps/sim/lib/billing/cleanup-dispatcher.ts
index cb1704f0d8e..fe33307c8ff 100644
--- a/apps/sim/lib/billing/cleanup-dispatcher.ts
+++ b/apps/sim/lib/billing/cleanup-dispatcher.ts
@@ -1,5 +1,5 @@
 import { db } from '@sim/db'
-import type { WorkspaceMode } from '@sim/db/schema'
+import type { DataRetentionSettings, WorkspaceMode } from '@sim/db/schema'
 import { organization, workspace } from '@sim/db/schema'
 import { createLogger } from '@sim/logger'
 import { tasks } from '@trigger.dev/sdk'
@@ -7,6 +7,7 @@ import { and, asc, eq, gt, isNull } from 'drizzle-orm'
 import { getOrganizationSubscription } from '@/lib/billing/core/billing'
 import { getHighestPriorityPersonalSubscription } from '@/lib/billing/core/subscription'
 import { getPlanType, type PlanCategory } from '@/lib/billing/plan-helpers'
+import { resolveEffectiveRetentionHours } from '@/lib/billing/retention'
 import { chunkArray } from '@/lib/cleanup/batch-delete'
 import { getJobQueue } from '@/lib/core/async-jobs'
 import { shouldExecuteInline } from '@/lib/core/async-jobs/config'
@@ -58,6 +59,7 @@ interface WorkspaceCleanupScopeRow {
   organizationId: string | null
   workspaceMode: WorkspaceMode
   organizationSettings: OrganizationRetentionSettings | null
+  workspaceSettings: DataRetentionSettings | null
 }
 
 const DAY = 24
@@ -99,6 +101,7 @@ async function listActiveWorkspaceCleanupScopeRowsPage(
       organizationId: workspace.organizationId,
       workspaceMode: workspace.workspaceMode,
       organizationSettings: organization.dataRetentionSettings,
+      workspaceSettings: workspace.dataRetentionSettings,
     })
     .from(workspace)
     .leftJoin(organization, eq(organization.id, workspace.organizationId))
@@ -114,6 +117,7 @@ async function listActiveWorkspaceCleanupScopeRowsPage(
     ...row,
     organizationSettings:
       (row.organizationSettings as OrganizationRetentionSettings | null) ?? null,
+    workspaceSettings: (row.workspaceSettings as DataRetentionSettings | null) ?? null,
   }))
 }
 
@@ -265,7 +269,12 @@ async function forEachCleanupChunk(
 
     for (const row of rows) {
       if (planByWorkspaceId.get(row.id) !== 'enterprise') continue
-      const hours = row.organizationSettings?.[config.key]
+      const hours = resolveEffectiveRetentionHours({
+        workspaceSettings: row.workspaceSettings,
+        orgSettings: row.organizationSettings,
+        key: config.key,
+        fallback: config.defaults.enterprise,
+      })
       if (hours == null) continue
       workspaceCount++
       await emitChunk({
diff --git a/apps/sim/lib/billing/retention.ts b/apps/sim/lib/billing/retention.ts
new file mode 100644
index 00000000000..eb394e8693b
--- /dev/null
+++ b/apps/sim/lib/billing/retention.ts
@@ -0,0 +1,66 @@
+import type { DataRetentionSettings } from '@sim/db/schema'
+
+/** Retention-hours keys shared by the cleanup dispatcher and settings routes. */
+export type RetentionHoursKey =
+  | 'logRetentionHours'
+  | 'softDeleteRetentionHours'
+  | 'taskCleanupHours'
+
+export interface EffectivePiiRedaction {
+  enabled: boolean
+  /** Presidio entity types to mask. Empty = redact all detected PII. */
+  entityTypes: string[]
+}
+
+export const DEFAULT_PII_REDACTION: EffectivePiiRedaction = {
+  enabled: false,
+  entityTypes: [],
+}
+
+interface ResolveParams {
+  workspaceSettings: DataRetentionSettings | null | undefined
+  orgSettings: DataRetentionSettings | null | undefined
+}
+
+/**
+ * Resolve a retention-hours value as `workspace override ?? org default ??
+ * plan default`. The plan default is supplied by the caller (it lives in the
+ * dispatcher's `CLEANUP_CONFIG`).
+ */
+export function resolveEffectiveRetentionHours(
+  params: ResolveParams & { key: RetentionHoursKey; fallback: number | null }
+): number | null {
+  const { workspaceSettings, orgSettings, key, fallback } = params
+  return workspaceSettings?.[key] ?? orgSettings?.[key] ?? fallback
+}
+
+/**
+ * Resolve the effective PII redaction policy for a workspace from the org-level
+ * rules list: the entity types of every rule targeting the workspace are
+ * unioned. A rule with no entity types selected redacts nothing (it contributes
+ * nothing to the union), so an empty effective set means "redact nothing" —
+ * never "redact everything". Defensive about the loosely-typed JSON column.
+ */
+export function resolveEffectivePiiRedaction(params: {
+  orgSettings: DataRetentionSettings | null | undefined
+  workspaceId: string
+}): EffectivePiiRedaction {
+  const rules = params.orgSettings?.piiRedaction?.rules
+  if (!Array.isArray(rules) || rules.length === 0) return DEFAULT_PII_REDACTION
+
+  const applicable = rules.filter(
+    (rule) =>
+      rule?.appliesToAllWorkspaces === true ||
+      (Array.isArray(rule?.workspaceIds) && rule.workspaceIds.includes(params.workspaceId))
+  )
+
+  const union = new Set<string>()
+  for (const rule of applicable) {
+    if (!Array.isArray(rule.entityTypes)) continue
+    for (const t of rule.entityTypes) {
+      if (typeof t === 'string') union.add(t)
+    }
+  }
+  if (union.size === 0) return DEFAULT_PII_REDACTION
+  return { enabled: true, entityTypes: [...union] }
+}
diff --git a/apps/sim/lib/guardrails/pii-entities.ts b/apps/sim/lib/guardrails/pii-entities.ts
new file mode 100644
index 00000000000..0e67fe22ff7
--- /dev/null
+++ b/apps/sim/lib/guardrails/pii-entities.ts
@@ -0,0 +1,128 @@
+/**
+ * Client-safe catalog of Microsoft Presidio PII entity types. Single source of
+ * truth shared by the server-only validator (`validate_pii.ts`) and client
+ * settings UI — keep no node-only imports here.
+ */
+export const SUPPORTED_PII_ENTITIES = {
+  // Common/Global
+  CREDIT_CARD: 'Credit card number',
+  CRYPTO: 'Cryptocurrency wallet address',
+  DATE_TIME: 'Date or time',
+  EMAIL_ADDRESS: 'Email address',
+  IBAN_CODE: 'International Bank Account Number',
+  IP_ADDRESS: 'IP address',
+  NRP: 'Nationality, religious or political group',
+  LOCATION: 'Location',
+  PERSON: 'Person name',
+  PHONE_NUMBER: 'Phone number',
+  MEDICAL_LICENSE: 'Medical license number',
+  URL: 'URL',
+  VIN: 'Vehicle Identification Number',
+
+  // USA
+  US_BANK_NUMBER: 'US bank account number',
+  US_DRIVER_LICENSE: 'US driver license',
+  US_ITIN: 'US Individual Taxpayer Identification Number',
+  US_PASSPORT: 'US passport number',
+  US_SSN: 'US Social Security Number',
+
+  // UK
+  UK_NHS: 'UK NHS number',
+  UK_NINO: 'UK National Insurance Number',
+
+  // Other countries
+  ES_NIF: 'Spanish NIF number',
+  ES_NIE: 'Spanish NIE number',
+  IT_FISCAL_CODE: 'Italian fiscal code',
+  IT_DRIVER_LICENSE: 'Italian driver license',
+  IT_VAT_CODE: 'Italian VAT code',
+  IT_PASSPORT: 'Italian passport',
+  IT_IDENTITY_CARD: 'Italian identity card',
+  PL_PESEL: 'Polish PESEL number',
+  SG_NRIC_FIN: 'Singapore NRIC/FIN',
+  SG_UEN: 'Singapore Unique Entity Number',
+  AU_ABN: 'Australian Business Number',
+  AU_ACN: 'Australian Company Number',
+  AU_TFN: 'Australian Tax File Number',
+  AU_MEDICARE: 'Australian Medicare number',
+  IN_PAN: 'Indian Permanent Account Number',
+  IN_AADHAAR: 'Indian Aadhaar number',
+  IN_VEHICLE_REGISTRATION: 'Indian vehicle registration',
+  IN_VOTER: 'Indian voter ID',
+  IN_PASSPORT: 'Indian passport',
+  FI_PERSONAL_IDENTITY_CODE: 'Finnish Personal Identity Code',
+  KR_RRN: 'Korean Resident Registration Number',
+  TH_TNIN: 'Thai National ID Number',
+} as const
+
+export type PIIEntityType = keyof typeof SUPPORTED_PII_ENTITIES
+
+/** Flat `{ value, label }` options for entity-type pickers, in catalog order. */
+export const PII_ENTITY_OPTIONS: ReadonlyArray<{ value: PIIEntityType; label: string }> =
+  Object.entries(SUPPORTED_PII_ENTITIES).map(([value, label]) => ({
+    value: value as PIIEntityType,
+    label,
+  }))
+
+/** Entity types grouped by region, for a grouped checkbox picker. */
+export const PII_ENTITY_GROUPS: ReadonlyArray<{
+  label: string
+  entities: ReadonlyArray<{ value: PIIEntityType; label: string }>
+}> = [
+  {
+    label: 'Common',
+    entities: [
+      'PERSON',
+      'EMAIL_ADDRESS',
+      'PHONE_NUMBER',
+      'CREDIT_CARD',
+      'IP_ADDRESS',
+      'LOCATION',
+      'DATE_TIME',
+      'URL',
+      'IBAN_CODE',
+      'CRYPTO',
+      'NRP',
+      'MEDICAL_LICENSE',
+      'VIN',
+    ],
+  },
+  {
+    label: 'United States',
+    entities: ['US_SSN', 'US_PASSPORT', 'US_DRIVER_LICENSE', 'US_BANK_NUMBER', 'US_ITIN'],
+  },
+  { label: 'United Kingdom', entities: ['UK_NHS', 'UK_NINO'] },
+  {
+    label: 'Other regions',
+    entities: [
+      'ES_NIF',
+      'ES_NIE',
+      'IT_FISCAL_CODE',
+      'IT_DRIVER_LICENSE',
+      'IT_VAT_CODE',
+      'IT_PASSPORT',
+      'IT_IDENTITY_CARD',
+      'PL_PESEL',
+      'SG_NRIC_FIN',
+      'SG_UEN',
+      'AU_ABN',
+      'AU_ACN',
+      'AU_TFN',
+      'AU_MEDICARE',
+      'IN_PAN',
+      'IN_AADHAAR',
+      'IN_VEHICLE_REGISTRATION',
+      'IN_VOTER',
+      'IN_PASSPORT',
+      'FI_PERSONAL_IDENTITY_CODE',
+      'KR_RRN',
+      'TH_TNIN',
+    ],
+  },
+].map((group) => ({
+  label: group.label,
+  entities: group.entities.map((value) => ({
+    value: value as PIIEntityType,
+    label: SUPPORTED_PII_ENTITIES[value as PIIEntityType],
+  })),
+}))
diff --git a/apps/sim/lib/guardrails/validate_pii.py b/apps/sim/lib/guardrails/validate_pii.py
index 570786b8d9e..d475b96e233 100644
--- a/apps/sim/lib/guardrails/validate_pii.py
+++ b/apps/sim/lib/guardrails/validate_pii.py
@@ -12,7 +12,7 @@
 from typing import List, Dict, Any
 
 try:
-    from presidio_analyzer import AnalyzerEngine
+    from presidio_analyzer import AnalyzerEngine, Pattern, PatternRecognizer
     from presidio_anonymizer import AnonymizerEngine
     from presidio_anonymizer.entities import OperatorConfig
 except ImportError:
@@ -24,6 +24,52 @@
     sys.exit(0)
 
 
+class VinRecognizer(PatternRecognizer):
+    """
+    Recognizes Vehicle Identification Numbers (17 chars, A-Z/0-9 excluding
+    I/O/Q) and validates the ISO 3779 check digit (position 9). Validation makes
+    accidental matches on arbitrary 17-char codes (request ids, SKUs, tokens)
+    extremely unlikely. Note: some non-North-American VINs don't use the check
+    digit and will be skipped — an intentional bias toward precision.
+    """
+
+    _TRANSLIT = {
+        **{str(d): d for d in range(10)},
+        "A": 1, "B": 2, "C": 3, "D": 4, "E": 5, "F": 6, "G": 7, "H": 8,
+        "J": 1, "K": 2, "L": 3, "M": 4, "N": 5, "P": 7, "R": 9,
+        "S": 2, "T": 3, "U": 4, "V": 5, "W": 6, "X": 7, "Y": 8, "Z": 9,
+    }
+    _WEIGHTS = [8, 7, 6, 5, 4, 3, 2, 10, 0, 9, 8, 7, 6, 5, 4, 3, 2]
+
+    def validate_result(self, pattern_text: str):
+        vin = pattern_text.upper()
+        if len(vin) != 17:
+            return False
+        try:
+            total = sum(self._TRANSLIT[c] * w for c, w in zip(vin, self._WEIGHTS))
+        except KeyError:
+            return False
+        check = total % 11
+        expected = "X" if check == 10 else str(check)
+        return vin[8] == expected
+
+
+def build_analyzer() -> "AnalyzerEngine":
+    """
+    AnalyzerEngine with custom recognizers registered on top of the Presidio
+    defaults. Adds a check-digit-validated VIN recognizer.
+    """
+    analyzer = AnalyzerEngine()
+    vin_pattern = Pattern(name="vin", regex=r"\b[A-HJ-NPR-Z0-9]{17}\b", score=0.7)
+    vin_recognizer = VinRecognizer(
+        supported_entity="VIN",
+        patterns=[vin_pattern],
+        context=["vin", "vehicle", "chassis"],
+    )
+    analyzer.registry.add_recognizer(vin_recognizer)
+    return analyzer
+
+
 def detect_pii(
     text: str,
     entity_types: List[str],
@@ -44,7 +90,7 @@ def detect_pii(
     """
     try:
         # Initialize Presidio engines
-        analyzer = AnalyzerEngine()
+        analyzer = build_analyzer()
         
         # Analyze text for PII
         results = analyzer.analyze(
@@ -124,18 +170,64 @@ def detect_pii(
         }
 
 
+def mask_batch(
+    texts: List[str],
+    entity_types: List[str],
+    language: str = "en"
+) -> Dict[str, Any]:
+    """
+    Mask PII across many strings in a single process, reusing one analyzer +
+    anonymizer instance (engine construction loads the spaCy model and is the
+    dominant cost). Returns masked text per input, in input order; strings with
+    no detected PII are returned unchanged so callers can substitute directly.
+    """
+    analyzer = build_analyzer()
+    anonymizer = AnonymizerEngine()
+    entities = entity_types if entity_types else None
+
+    results = []
+    for text in texts:
+        if not text:
+            results.append({"maskedText": text})
+            continue
+        analyzer_results = analyzer.analyze(text=text, entities=entities, language=language)
+        if not analyzer_results:
+            results.append({"maskedText": text})
+            continue
+        operators = {
+            entity_type: OperatorConfig("replace", {"new_value": f"<{entity_type}>"})
+            for entity_type in set([r.entity_type for r in analyzer_results])
+        }
+        anonymized = anonymizer.anonymize(
+            text=text,
+            analyzer_results=analyzer_results,
+            operators=operators
+        )
+        results.append({"maskedText": anonymized.text})
+
+    return {"passed": True, "results": results}
+
+
 def main():
     """Main entry point for CLI usage"""
     try:
         # Read input from stdin
         input_data = sys.stdin.read()
         data = json.loads(input_data)
-        
-        text = data.get("text", "")
+
         entity_types = data.get("entityTypes", [])
-        mode = data.get("mode", "block")
         language = data.get("language", "en")
-        
+
+        # Batch mask mode: an array of texts processed with one warm engine pair.
+        if "texts" in data:
+            texts = data.get("texts", [])
+            result = mask_batch(texts, entity_types, language)
+            print(f"__SIM_RESULT__={json.dumps(result)}")
+            return
+
+        text = data.get("text", "")
+        mode = data.get("mode", "block")
+
         # Validate inputs
         if not text:
             result = {
@@ -145,7 +237,7 @@ def main():
             }
         else:
             result = detect_pii(text, entity_types, mode, language)
-        
+
         # Output result with marker for parsing
         print(f"__SIM_RESULT__={json.dumps(result)}")
         
diff --git a/apps/sim/lib/guardrails/validate_pii.ts b/apps/sim/lib/guardrails/validate_pii.ts
index 7f1ca2a89cd..9a8863d6987 100644
--- a/apps/sim/lib/guardrails/validate_pii.ts
+++ b/apps/sim/lib/guardrails/validate_pii.ts
@@ -6,6 +6,13 @@ import { createLogger } from '@sim/logger'
 const logger = createLogger('PIIValidator')
 const DEFAULT_TIMEOUT = 30000 // 30 seconds
 
+/**
+ * Max total bytes of text sent to a single Presidio subprocess. spaCy NER is the
+ * bottleneck, so large payloads are split into multiple short calls instead of
+ * one that risks the 30s timeout.
+ */
+const PII_CHUNK_MAX_BYTES = 256 * 1024
+
 export interface PIIValidationInput {
   text: string
   entityTypes: string[] // e.g., ["PERSON", "EMAIL_ADDRESS", "CREDIT_CARD"]
@@ -70,6 +77,118 @@ export async function validatePII(input: PIIValidationInput): Promise<PIIValidat
   }
 }
 
+interface PIIMaskBatchResult {
+  passed: boolean
+  error?: string
+  results?: { maskedText: string }[]
+}
+
+/**
+ * Mask PII across many strings, preserving input order. Strings are grouped into
+ * byte-budgeted chunks so no single subprocess exceeds {@link PII_CHUNK_MAX_BYTES}
+ * (keeping each call well under the 30s timeout). One Presidio engine pair is
+ * reused per subprocess invocation. Rejects on any subprocess failure so callers
+ * can apply their own fail-safe.
+ */
+export async function maskPIIBatch(
+  texts: string[],
+  entityTypes: string[],
+  language = 'en'
+): Promise<string[]> {
+  if (texts.length === 0) return []
+
+  const chunks: string[][] = []
+  let current: string[] = []
+  let currentBytes = 0
+  for (const text of texts) {
+    const bytes = Buffer.byteLength(text, 'utf8')
+    if (current.length > 0 && currentBytes + bytes > PII_CHUNK_MAX_BYTES) {
+      chunks.push(current)
+      current = []
+      currentBytes = 0
+    }
+    current.push(text)
+    currentBytes += bytes
+  }
+  if (current.length > 0) chunks.push(current)
+
+  const masked: string[] = []
+  for (const chunk of chunks) {
+    const result = await runPythonScript<PIIMaskBatchResult>({
+      texts: chunk,
+      entityTypes,
+      mode: 'mask',
+      language,
+    })
+    if (!result.passed || !result.results || result.results.length !== chunk.length) {
+      throw new Error(result.error || 'PII batch masking returned an unexpected result')
+    }
+    for (const item of result.results) masked.push(item.maskedText)
+  }
+
+  return masked
+}
+
+/**
+ * Spawn the Presidio Python script, write the payload to stdin as JSON, and parse
+ * the `__SIM_RESULT__=` marker from stdout. Rejects on non-zero exit, timeout,
+ * spawn failure, or a missing/unparseable marker.
+ */
+function runPythonScript<T>(payload: Record<string, unknown>): Promise<T> {
+  return new Promise((resolve, reject) => {
+    const guardrailsDir = path.join(process.cwd(), 'lib/guardrails')
+    const scriptPath = path.join(guardrailsDir, 'validate_pii.py')
+    const venvPython = path.join(guardrailsDir, 'venv/bin/python3')
+    const pythonCmd = fs.existsSync(venvPython) ? venvPython : 'python3'
+
+    const python = spawn(pythonCmd, [scriptPath])
+    let stdout = ''
+    let stderr = ''
+
+    const timeout = setTimeout(() => {
+      python.kill()
+      reject(new Error('PII processing timeout'))
+    }, DEFAULT_TIMEOUT)
+
+    python.stdin.write(JSON.stringify(payload))
+    python.stdin.end()
+    python.stdout.on('data', (data) => {
+      stdout += data.toString()
+    })
+    python.stderr.on('data', (data) => {
+      stderr += data.toString()
+    })
+
+    python.on('close', (code) => {
+      clearTimeout(timeout)
+      if (code !== 0) {
+        reject(new Error(stderr || `PII script exited with code ${code}`))
+        return
+      }
+      const prefix = '__SIM_RESULT__='
+      const marker = stdout.split('\n').find((l) => l.startsWith(prefix))
+      if (!marker) {
+        reject(new Error(`No result marker in PII script output: ${stdout.substring(0, 200)}`))
+        return
+      }
+      try {
+        resolve(JSON.parse(marker.slice(prefix.length)) as T)
+      } catch (error: any) {
+        reject(new Error(`Failed to parse PII script result: ${error.message}`))
+      }
+    })
+
+    python.on('error', (error) => {
+      clearTimeout(timeout)
+      reject(
+        new Error(
+          `Failed to execute Python: ${error.message}. Make sure Python 3 and Presidio are installed.`
+        )
+      )
+    })
+  })
+}
+
 /**
  * Execute Python PII detection script
  */
@@ -184,59 +303,4 @@ async function executePythonPIIDetection(
   })
 }
 
-/**
- * List of all supported PII entity types
- * Based on Microsoft Presidio's supported entities
- */
-export const SUPPORTED_PII_ENTITIES = {
-  // Common/Global
-  CREDIT_CARD: 'Credit card number',
-  CRYPTO: 'Cryptocurrency wallet address',
-  DATE_TIME: 'Date or time',
-  EMAIL_ADDRESS: 'Email address',
-  IBAN_CODE: 'International Bank Account Number',
-  IP_ADDRESS: 'IP address',
-  NRP: 'Nationality, religious or political group',
-  LOCATION: 'Location',
-  PERSON: 'Person name',
-  PHONE_NUMBER: 'Phone number',
-  MEDICAL_LICENSE: 'Medical license number',
-  URL: 'URL',
-
-  // USA
-  US_BANK_NUMBER: 'US bank account number',
-  US_DRIVER_LICENSE: 'US driver license',
-  US_ITIN: 'US Individual Taxpayer Identification Number',
-  US_PASSPORT: 'US passport number',
-  US_SSN: 'US Social Security Number',
-
-  // UK
-  UK_NHS: 'UK NHS number',
-  UK_NINO: 'UK National Insurance Number',
-
-  // Other countries
-  ES_NIF: 'Spanish NIF number',
-  ES_NIE: 'Spanish NIE number',
-  IT_FISCAL_CODE: 'Italian fiscal code',
-  IT_DRIVER_LICENSE: 'Italian driver license',
-  IT_VAT_CODE: 'Italian VAT code',
-  IT_PASSPORT: 'Italian passport',
-  IT_IDENTITY_CARD: 'Italian identity card',
-  PL_PESEL: 'Polish PESEL number',
-  SG_NRIC_FIN: 'Singapore NRIC/FIN',
-  SG_UEN: 'Singapore Unique Entity Number',
-  AU_ABN: 'Australian Business Number',
-  AU_ACN: 'Australian Company Number',
-  AU_TFN: 'Australian Tax File Number',
-  AU_MEDICARE: 'Australian Medicare number',
-  IN_PAN: 'Indian Permanent Account Number',
-  IN_AADHAAR: 'Indian Aadhaar number',
-  IN_VEHICLE_REGISTRATION: 'Indian vehicle registration',
-  IN_VOTER: 'Indian voter ID',
-  IN_PASSPORT: 'Indian passport',
-  FI_PERSONAL_IDENTITY_CODE: 'Finnish Personal Identity Code',
-  KR_RRN: 'Korean Resident Registration Number',
-  TH_TNIN: 'Thai National ID Number',
-} as const
-
-export type PIIEntityType = keyof typeof SUPPORTED_PII_ENTITIES
+export { type PIIEntityType, SUPPORTED_PII_ENTITIES } from '@/lib/guardrails/pii-entities'
diff --git a/apps/sim/lib/logs/execution/logger.ts b/apps/sim/lib/logs/execution/logger.ts
index e8c6edd7c55..1e9e39fa266 100644
--- a/apps/sim/lib/logs/execution/logger.ts
+++ b/apps/sim/lib/logs/execution/logger.ts
@@ -1,17 +1,22 @@
 import { db } from '@sim/db'
 import {
   member,
+  organization,
   usageLog,
   userStats,
   user as userTable,
   workflow,
   workflowExecutionLogs,
+  workspace,
 } from '@sim/db/schema'
 import { createLogger } from '@sim/logger'
 import { getErrorMessage } from '@sim/utils/errors'
 import { generateId } from '@sim/utils/id'
 import { and, eq, sql } from 'drizzle-orm'
-import { getHighestPrioritySubscription } from '@/lib/billing/core/subscription'
+import {
+  getHighestPrioritySubscription,
+  isWorkspaceOnEnterprisePlan,
+} from '@/lib/billing/core/subscription'
 import {
   checkUsageStatus,
   getOrgUsageLimit,
@@ -24,6 +29,7 @@ import {
   recordUsage,
   stableEventKey,
 } from '@/lib/billing/core/usage-log'
+import { resolveEffectivePiiRedaction } from '@/lib/billing/retention'
 import { checkAndBillOverageThreshold } from '@/lib/billing/threshold-billing'
 import { isBillingEnabled } from '@/lib/core/config/env-flags'
 import { redactApiKeys } from '@/lib/core/security/redaction'
@@ -32,6 +38,7 @@ import {
   collectLargeValueReferenceKeys,
   replaceLargeValueReferenceKeysWithClient,
 } from '@/lib/execution/payloads/large-value-metadata'
+import { type RedactablePayload, redactPIIFromExecution } from '@/lib/logs/execution/pii-redaction'
 import { snapshotService } from '@/lib/logs/execution/snapshot/service'
 import {
   externalizeExecutionData,
@@ -585,6 +592,36 @@ export class ExecutionLogger implements IExecutionLoggerService {
     }
   }
 
+  /**
+   * Mask PII from log content before persistence when the execution's workspace
+   * (via workspace override or org default) has enterprise PII redaction enabled.
+   * Resolved at persist time so both the inline and externalized write paths are
+   * covered. Returns the payload unchanged when disabled or non-enterprise.
+   */
+  private async applyPiiRedaction(
+    workspaceId: string | null,
+    payload: RedactablePayload
+  ): Promise<RedactablePayload> {
+    if (!workspaceId) return payload
+
+    const [row] = await db
+      .select({ orgSettings: organization.dataRetentionSettings })
+      .from(workspace)
+      .leftJoin(organization, eq(organization.id, workspace.organizationId))
+      .where(eq(workspace.id, workspaceId))
+      .limit(1)
+    if (!row) return payload
+
+    const config = resolveEffectivePiiRedaction({ orgSettings: row.orgSettings, workspaceId })
+    if (!config.enabled) return payload
+
+    // Settings are only writable by enterprise orgs, but re-verify at read time
+    // (e.g. a plan downgrade) before doing the work.
+    if (!(await isWorkspaceOnEnterprisePlan(workspaceId))) return payload
+
+    return redactPIIFromExecution(payload, { entityTypes: config.entityTypes })
+  }
+
   async completeWorkflowExecution(params: {
     executionId: string
     endedAt: string
@@ -720,6 +757,20 @@ export class ExecutionLogger implements IExecutionLoggerService {
     const redactedWorkflowInput =
       filteredWorkflowInput !== undefined ? redactApiKeys(filteredWorkflowInput) : undefined
 
+    const pii = await this.applyPiiRedaction(existingLog?.workspaceId ?? null, {
+      traceSpans: redactedTraceSpans,
+      finalOutput: redactedFinalOutput,
+      ...(redactedWorkflowInput !== undefined ? { workflowInput: redactedWorkflowInput } : {}),
+      ...(builtExecutionData.error !== undefined ? { error: builtExecutionData.error } : {}),
+      ...(builtExecutionData.completionFailure !== undefined
+        ? { completionFailure: builtExecutionData.completionFailure }
+        : {}),
+      ...(builtExecutionData.trigger !== undefined ? { trigger: builtExecutionData.trigger } : {}),
+      ...(builtExecutionData.executionState !== undefined
+        ? { executionState: builtExecutionData.executionState }
+        : {}),
+    })
+
     const rawDurationMs =
       isResume && existingLog?.startedAt
         ? new Date(endedAt).getTime() - new Date(existingLog.startedAt).getTime()
@@ -731,9 +782,17 @@ export class ExecutionLogger implements IExecutionLoggerService {
 
     const cleanExecutionData: ExecutionData = {
       ...builtExecutionData,
-      traceSpans: redactedTraceSpans,
-      finalOutput: redactedFinalOutput,
-      ...(redactedWorkflowInput !== undefined ? { workflowInput: redactedWorkflowInput } : {}),
+      traceSpans: pii.traceSpans as TraceSpan[],
+      finalOutput: pii.finalOutput as BlockOutputData,
+      ...(pii.workflowInput !== undefined ? { workflowInput: pii.workflowInput } : {}),
+      ...(pii.error !== undefined ? { error: pii.error as string } : {}),
+      ...(pii.completionFailure !== undefined
+        ? { completionFailure: pii.completionFailure as string }
+        : {}),
+      ...(pii.trigger !== undefined ? { trigger: pii.trigger as ExecutionTrigger } : {}),
+      ...(pii.executionState !== undefined
+        ? { executionState: pii.executionState as SerializableExecutionState }
+        : {}),
     }
 
     stripSpanCosts((cleanExecutionData as Record<string, unknown>).traceSpans)
diff --git a/apps/sim/lib/logs/execution/pii-redaction.test.ts b/apps/sim/lib/logs/execution/pii-redaction.test.ts
new file mode 100644
index 00000000000..025c0f0a48d
--- /dev/null
+++ b/apps/sim/lib/logs/execution/pii-redaction.test.ts
@@ -0,0 +1,116 @@
+/**
+ * @vitest-environment node
+ */
+import { beforeEach, describe, expect, it, vi } from 'vitest'
+
+const { mockMaskPIIBatch } = vi.hoisted(() => ({
+  mockMaskPIIBatch: vi.fn(),
+}))
+
+vi.mock('@/lib/guardrails/validate_pii', () => ({
+  maskPIIBatch: mockMaskPIIBatch,
+}))
+
+import { REDACTION_FAILED_MARKER, redactPIIFromExecution } from '@/lib/logs/execution/pii-redaction'
+
+describe('redactPIIFromExecution', () => {
+  beforeEach(() => {
+    vi.clearAllMocks()
+    // Default: echo each input uppercased so we can assert substitution by position.
+    mockMaskPIIBatch.mockImplementation(async (texts: string[]) => texts.map((t) => `MASKED(${t})`))
+  })
+
+  it('collects and masks string leaves recursively, preserving structure', async () => {
+    const payload = {
+      traceSpans: [
+        {
+          blockId: 'b1',
+          status: 'success',
+          input: { email: 'a@b.com' },
+          output: { text: 'hello' },
+          children: [{ blockId: 'c1', output: { nested: 'deep' } }],
+        },
+      ],
+      finalOutput: { answer: 'world' },
+      workflowInput: 'start',
+    }
+
+    const result = await redactPIIFromExecution(payload, { entityTypes: ['EMAIL_ADDRESS'] })
+
+    const span = (result.traceSpans as any[])[0]
+    expect(span.blockId).toBe('b1')
+    expect(span.status).toBe('success')
+    expect(span.input.email).toBe('MASKED(a@b.com)')
+    expect(span.output.text).toBe('MASKED(hello)')
+    expect(span.children[0].output.nested).toBe('MASKED(deep)')
+    expect((result.finalOutput as any).answer).toBe('MASKED(world)')
+    expect(result.workflowInput).toBe('MASKED(start)')
+    expect(mockMaskPIIBatch).toHaveBeenCalledTimes(1)
+    expect(mockMaskPIIBatch.mock.calls[0][0]).toEqual([
+      'a@b.com',
+      'hello',
+      'deep',
+      'world',
+      'start',
+    ])
+  })
+
+  it('does not mutate the original payload', async () => {
+    const payload = { finalOutput: { answer: 'world' } }
+    await redactPIIFromExecution(payload, { entityTypes: [] })
+    expect(payload.finalOutput.answer).toBe('world')
+  })
+
+  it('scrubs all eligible strings when masking throws (no leak)', async () => {
+    mockMaskPIIBatch.mockRejectedValueOnce(new Error('presidio down'))
+    const payload = {
+      traceSpans: [{ output: { text: 'secret@x.com' } }],
+      finalOutput: 'another secret',
+    }
+
+    const result = await redactPIIFromExecution(payload, { entityTypes: [] })
+
+    expect((result.traceSpans as any[])[0].output.text).toBe(REDACTION_FAILED_MARKER)
+    expect(result.finalOutput).toBe(REDACTION_FAILED_MARKER)
+  })
+
+  it('skips oversized strings without consuming a masked slot', async () => {
+    const huge = 'x'.repeat(200 * 1024)
+    const payload = { finalOutput: { big: huge, small: 'pii' } }
+
+    const result = await redactPIIFromExecution(payload, { entityTypes: [] })
+
+    expect((result.finalOutput as any).big).toBe(huge)
+    expect((result.finalOutput as any).small).toBe('MASKED(pii)')
+    expect(mockMaskPIIBatch.mock.calls[0][0]).toEqual(['pii'])
+  })
+
+  it('masks span error/errorMessage and top-level error, trigger, executionState', async () => {
+    const payload = {
+      traceSpans: [{ blockId: 'b1', error: 'failed for bob@x.com', errorMessage: 'bad input z' }],
+      error: 'run failed: a@b.com',
+      completionFailure: 'cancelled by c@d.com',
+      trigger: { type: 'webhook', data: { from: 'caller@x.com' } },
+      executionState: { status: 'completed', note: 'state for e@f.com' },
+    }
+
+    const result = await redactPIIFromExecution(payload, { entityTypes: ['EMAIL_ADDRESS'] })
+
+    const span = (result.traceSpans as any[])[0]
+    expect(span.blockId).toBe('b1')
+    expect(span.error).toBe('MASKED(failed for bob@x.com)')
+    expect(span.errorMessage).toBe('MASKED(bad input z)')
+    expect(result.error).toBe('MASKED(run failed: a@b.com)')
+    expect(result.completionFailure).toBe('MASKED(cancelled by c@d.com)')
+    expect((result.trigger as any).type).toBe('MASKED(webhook)')
+    expect((result.trigger as any).data.from).toBe('MASKED(caller@x.com)')
+    expect((result.executionState as any).note).toBe('MASKED(state for e@f.com)')
+  })
+
+  it('returns payload unchanged when there is nothing to mask', async () => {
+    const payload = { traceSpans: [{ blockId: 'b1', count: 5 }] }
+    const result = await redactPIIFromExecution(payload, { entityTypes: [] })
+    expect(result).toBe(payload)
+    expect(mockMaskPIIBatch).not.toHaveBeenCalled()
+  })
+})
diff --git a/apps/sim/lib/logs/execution/pii-redaction.ts b/apps/sim/lib/logs/execution/pii-redaction.ts
new file mode 100644
index 00000000000..3e10d0db688
--- /dev/null
+++ b/apps/sim/lib/logs/execution/pii-redaction.ts
@@ -0,0 +1,181 @@
+import { createLogger } from '@sim/logger'
+import { getErrorMessage } from '@sim/utils/errors'
+
+const logger = createLogger('PiiRedaction')
+
+/** Replaces text we could not safely mask, so PII is never persisted on failure. */
+export const REDACTION_FAILED_MARKER = '[REDACTION_FAILED]'
+
+/**
+ * Strings larger than this are skipped (left as-is). They are almost always
+ * base64 blobs / embedded JSON rather than PII prose, and would dominate NER time.
+ */
+const PII_MAX_STRING_BYTES = 128 * 1024
+
+/**
+ * Upper bound on total text masked for one execution. Beyond this we scrub rather
+ * than spend minutes in NER. Typical inline logs (≤3MB) stay well under.
+ */
+const PII_MAX_TOTAL_BYTES = 16 * 1024 * 1024
+
+export interface PiiRedactionOptions {
+  /** Presidio entity types to mask. Empty = redact all detected PII. */
+  entityTypes: string[]
+  language?: string
+}
+
+export interface RedactablePayload {
+  traceSpans?: unknown
+  finalOutput?: unknown
+  workflowInput?: unknown
+  error?: unknown
+  completionFailure?: unknown
+  trigger?: unknown
+  executionState?: unknown
+}
+
+/** Keys of {@link RedactablePayload} processed by the redactor, in order. */
+const REDACTABLE_KEYS: (keyof RedactablePayload)[] = [
+  'traceSpans',
+  'finalOutput',
+  'workflowInput',
+  'error',
+  'completionFailure',
+  'trigger',
+  'executionState',
+]
+
+/** Trace-span fields that carry runtime content (and therefore possible PII). */
+const SPAN_CONTENT_FIELDS = [
+  'input',
+  'output',
+  'thinking',
+  'modelToolCalls',
+  'toolCalls',
+  'error',
+  'errorMessage',
+] as const
+
+function isEligibleString(value: string): boolean {
+  return value.length > 0 && Buffer.byteLength(value, 'utf8') <= PII_MAX_STRING_BYTES
+}
+
+/**
+ * Rebuild `value` replacing every eligible string leaf with `handle(leaf)`.
+ * Used for both collection (handle records and returns the input) and
+ * substitution (handle returns the masked value), so traversal order and
+ * eligibility are guaranteed identical across the two passes.
+ */
+function transformStrings(value: unknown, handle: (s: string) => string): unknown {
+  if (typeof value === 'string') {
+    return isEligibleString(value) ? handle(value) : value
+  }
+  if (Array.isArray(value)) {
+    return value.map((item) => transformStrings(item, handle))
+  }
+  if (value !== null && typeof value === 'object') {
+    const out: Record<string, unknown> = {}
+    for (const [key, v] of Object.entries(value)) {
+      out[key] = transformStrings(v, handle)
+    }
+    return out
+  }
+  return value
+}
+
+/**
+ * Redact a trace span: only its content fields ({@link SPAN_CONTENT_FIELDS}) and
+ * nested `children` are walked, leaving structural metadata (blockId, name,
+ * status, timing) untouched so log correlation/display is preserved.
+ */
+function transformSpan(span: unknown, handle: (s: string) => string): unknown {
+  if (span === null || typeof span !== 'object' || Array.isArray(span)) {
+    return transformStrings(span, handle)
+  }
+  const source = span as Record<string, unknown>
+  const out: Record<string, unknown> = { ...source }
+  for (const field of SPAN_CONTENT_FIELDS) {
+    if (field in out) out[field] = transformStrings(out[field], handle)
+  }
+  if (Array.isArray(source.children)) {
+    out.children = source.children.map((child) => transformSpan(child, handle))
+  }
+  return out
+}
+
+function transformUnit(
+  key: keyof RedactablePayload,
+  value: unknown,
+  handle: (s: string) => string
+): unknown {
+  if (key === 'traceSpans' && Array.isArray(value)) {
+    return value.map((span) => transformSpan(span, handle))
+  }
+  return transformStrings(value, handle)
+}
+
+/**
+ * Mask PII across an execution's `traceSpans` / `finalOutput` / `workflowInput`.
+ *
+ * All eligible string leaves are collected in one deterministic pass and masked
+ * in a single batched (byte-chunked) Presidio call — so subprocess count scales
+ * with payload size, not block count. Each unit is then rebuilt independently
+ * from the masked slice, preserving the JSON structure (Presidio never sees the
+ * envelope). On a hard masking failure or when the payload exceeds the ceiling,
+ * eligible strings are replaced with {@link REDACTION_FAILED_MARKER} rather than
+ * left unredacted — PII is never persisted on the failure path.
+ */
+export async function redactPIIFromExecution(
+  payload: RedactablePayload,
+  options: PiiRedactionOptions
+): Promise<RedactablePayload> {
+  const { entityTypes } = options
+  const language = options.language ?? 'en'
+
+  const units = REDACTABLE_KEYS.filter((key) => payload[key] !== undefined).map((key) => ({
+    key,
+    value: payload[key],
+  }))
+
+  const collected: string[] = []
+  let totalBytes = 0
+  for (const unit of units) {
+    transformUnit(unit.key, unit.value, (s) => {
+      collected.push(s)
+      totalBytes += Buffer.byteLength(s, 'utf8')
+      return s
+    })
+  }
+
+  if (collected.length === 0) return payload
+
+  let masked: string[]
+  if (totalBytes > PII_MAX_TOTAL_BYTES) {
+    logger.warn('Execution exceeds PII redaction ceiling; scrubbing text', {
+      totalBytes,
+      ceiling: PII_MAX_TOTAL_BYTES,
+    })
+    masked = collected.map(() => REDACTION_FAILED_MARKER)
+  } else {
+    try {
+      // Lazy import keeps the Python-spawning guardrails module (child_process +
+      // a `lib/guardrails` dir reference) out of the static middleware/RSC graph;
+      // it's only loaded at runtime on the Node log-persist path.
+      const { maskPIIBatch } = await import('@/lib/guardrails/validate_pii')
+      masked = await maskPIIBatch(collected, entityTypes, language)
+    } catch (error) {
+      logger.error('PII masking failed; scrubbing text to avoid leaking PII', {
+        error: getErrorMessage(error),
+        stringCount: collected.length,
+      })
+      masked = collected.map(() => REDACTION_FAILED_MARKER)
+    }
+  }
+
+  let index = 0
+  const result: RedactablePayload = { ...payload }
+  for (const unit of units) {
+    result[unit.key] = transformUnit(unit.key, unit.value, () => masked[index++])
+  }
+  return result
+}
diff --git a/packages/db/migrations/0243_data_retention_pii_redaction_and_workspace_override.sql b/packages/db/migrations/0243_data_retention_pii_redaction_and_workspace_override.sql
new file mode 100644
index 00000000000..8f128bfa91e
--- /dev/null
+++ b/packages/db/migrations/0243_data_retention_pii_redaction_and_workspace_override.sql
@@ -0,0 +1 @@
+ALTER TABLE "workspace" ADD COLUMN "data_retention_settings" json;
\ No newline at end of file
diff --git a/packages/db/migrations/meta/0243_snapshot.json b/packages/db/migrations/meta/0243_snapshot.json
new file mode 100644
index 00000000000..90541888d88
--- /dev/null
+++ b/packages/db/migrations/meta/0243_snapshot.json
@@ -0,0 +1,16735 @@
+{
+  "id": "91aa5019-2dd5-45ea-94c4-c51447c6f10f",
+  "prevId": "78b8f3d4-c24c-4303-89ec-8ae29d2ea5c8",
+  "version": "7",
+  "dialect": "postgresql",
+  "tables": {
+    "public.a2a_agent": {
+      "name": "a2a_agent",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "workspace_id": {
+          "name": "workspace_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "workflow_id": {
+          "name": "workflow_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "created_by": {
+          "name": "created_by",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "name": {
+          "name": "name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "description": {
+          "name": "description",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "version": {
+          "name": "version",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'1.0.0'"
+        },
+        "capabilities": {
+          "name": "capabilities",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "skills": {
+          "name": "skills",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'[]'"
+        },
+        "authentication": {
+          "name": "authentication",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "signatures": {
+          "name": "signatures",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false,
+          "default": "'[]'"
+        },
+        "is_published": {
+          "name": "is_published",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "published_at": {
+          "name": "published_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "archived_at": {
+          "name": "archived_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "a2a_agent_workflow_id_idx": {
+          "name": "a2a_agent_workflow_id_idx",
+          "columns": [
+            {
+              "expression": "workflow_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "a2a_agent_created_by_idx": {
+          "name": "a2a_agent_created_by_idx",
+          "columns": [
+            {
+              "expression": "created_by",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "a2a_agent_workspace_workflow_unique": {
+          "name": "a2a_agent_workspace_workflow_unique",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "workflow_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "where": "\"a2a_agent\".\"archived_at\" IS NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "a2a_agent_archived_at_idx": {
+          "name": "a2a_agent_archived_at_idx",
+          "columns": [
+            {
+              "expression": "archived_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "a2a_agent_workspace_archived_partial_idx": {
+          "name": "a2a_agent_workspace_archived_partial_idx",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "archived_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"a2a_agent\".\"archived_at\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "a2a_agent_workspace_id_workspace_id_fk": {
+          "name": "a2a_agent_workspace_id_workspace_id_fk",
+          "tableFrom": "a2a_agent",
+          "tableTo": "workspace",
+          "columnsFrom": ["workspace_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "a2a_agent_workflow_id_workflow_id_fk": {
+          "name": "a2a_agent_workflow_id_workflow_id_fk",
+          "tableFrom": "a2a_agent",
+          "tableTo": "workflow",
+          "columnsFrom": ["workflow_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "a2a_agent_created_by_user_id_fk": {
+          "name": "a2a_agent_created_by_user_id_fk",
+          "tableFrom": "a2a_agent",
+          "tableTo": "user",
+          "columnsFrom": ["created_by"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.a2a_push_notification_config": {
+      "name": "a2a_push_notification_config",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "task_id": {
+          "name": "task_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "url": {
+          "name": "url",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "token": {
+          "name": "token",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "auth_schemes": {
+          "name": "auth_schemes",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false,
+          "default": "'[]'"
+        },
+        "auth_credentials": {
+          "name": "auth_credentials",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "is_active": {
+          "name": "is_active",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": true
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "a2a_push_notification_config_task_unique": {
+          "name": "a2a_push_notification_config_task_unique",
+          "columns": [
+            {
+              "expression": "task_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "a2a_push_notification_config_task_id_a2a_task_id_fk": {
+          "name": "a2a_push_notification_config_task_id_a2a_task_id_fk",
+          "tableFrom": "a2a_push_notification_config",
+          "tableTo": "a2a_task",
+          "columnsFrom": ["task_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.a2a_task": {
+      "name": "a2a_task",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "agent_id": {
+          "name": "agent_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "session_id": {
+          "name": "session_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "status": {
+          "name": "status",
+          "type": "a2a_task_status",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'submitted'"
+        },
+        "messages": {
+          "name": "messages",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'[]'"
+        },
+        "artifacts": {
+          "name": "artifacts",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false,
+          "default": "'[]'"
+        },
+        "execution_id": {
+          "name": "execution_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "metadata": {
+          "name": "metadata",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false,
+          "default": "'{}'"
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "completed_at": {
+          "name": "completed_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        }
+      },
+      "indexes": {
+        "a2a_task_agent_id_idx": {
+          "name": "a2a_task_agent_id_idx",
+          "columns": [
+            {
+              "expression": "agent_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "a2a_task_session_id_idx": {
+          "name": "a2a_task_session_id_idx",
+          "columns": [
+            {
+              "expression": "session_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "a2a_task_status_idx": {
+          "name": "a2a_task_status_idx",
+          "columns": [
+            {
+              "expression": "status",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "a2a_task_execution_id_idx": {
+          "name": "a2a_task_execution_id_idx",
+          "columns": [
+            {
+              "expression": "execution_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "a2a_task_created_at_idx": {
+          "name": "a2a_task_created_at_idx",
+          "columns": [
+            {
+              "expression": "created_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "a2a_task_agent_id_a2a_agent_id_fk": {
+          "name": "a2a_task_agent_id_a2a_agent_id_fk",
+          "tableFrom": "a2a_task",
+          "tableTo": "a2a_agent",
+          "columnsFrom": ["agent_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.academy_certificate": {
+      "name": "academy_certificate",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "course_id": {
+          "name": "course_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "status": {
+          "name": "status",
+          "type": "academy_cert_status",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'active'"
+        },
+        "issued_at": {
+          "name": "issued_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "expires_at": {
+          "name": "expires_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "certificate_number": {
+          "name": "certificate_number",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "metadata": {
+          "name": "metadata",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "academy_certificate_user_id_idx": {
+          "name": "academy_certificate_user_id_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "academy_certificate_course_id_idx": {
+          "name": "academy_certificate_course_id_idx",
+          "columns": [
+            {
+              "expression": "course_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "academy_certificate_user_course_unique": {
+          "name": "academy_certificate_user_course_unique",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "course_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "academy_certificate_number_idx": {
+          "name": "academy_certificate_number_idx",
+          "columns": [
+            {
+              "expression": "certificate_number",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "academy_certificate_status_idx": {
+          "name": "academy_certificate_status_idx",
+          "columns": [
+            {
+              "expression": "status",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "academy_certificate_user_id_user_id_fk": {
+          "name": "academy_certificate_user_id_user_id_fk",
+          "tableFrom": "academy_certificate",
+          "tableTo": "user",
+          "columnsFrom": ["user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
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+          "default": "now()"
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+          "where": "\"chat\".\"archived_at\" IS NULL",
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+          "method": "btree",
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+        },
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+          "default": "now()"
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+          "default": "now()"
+        }
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+              "nulls": "last"
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+              "expression": "tool_call_id",
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+          "tableTo": "copilot_run_checkpoints",
+          "columnsFrom": ["checkpoint_id"],
+          "columnsTo": ["id"],
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+          "onUpdate": "no action"
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+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
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+      "name": "copilot_chats",
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+      "columns": {
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+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
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+          "primaryKey": false,
+          "notNull": true
+        },
+        "workflow_id": {
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+          "type": "text",
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+          "notNull": false
+        },
+        "workspace_id": {
+          "name": "workspace_id",
+          "type": "text",
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+          "notNull": false
+        },
+        "type": {
+          "name": "type",
+          "type": "chat_type",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'copilot'"
+        },
+        "title": {
+          "name": "title",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "model": {
+          "name": "model",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'claude-3-7-sonnet-latest'"
+        },
+        "conversation_id": {
+          "name": "conversation_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "preview_yaml": {
+          "name": "preview_yaml",
+          "type": "text",
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+        },
+        "plan_artifact": {
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+          "type": "text",
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+          "notNull": false
+        },
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+          "notNull": false
+        },
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+          "name": "resources",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'[]'"
+        },
+        "last_seen_at": {
+          "name": "last_seen_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
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+          "name": "pinned",
+          "type": "boolean",
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+          "notNull": true,
+          "default": false
+        },
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+          "name": "created_at",
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+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
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+              "expression": "user_id",
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+              "nulls": "last"
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+          "concurrently": false,
+          "method": "btree",
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+        },
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+            {
+              "expression": "workflow_id",
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+              "asc": true,
+              "nulls": "last"
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+          "concurrently": false,
+          "method": "btree",
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+        },
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+          "name": "copilot_chats_user_workflow_idx",
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+              "expression": "user_id",
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+              "nulls": "last"
+            },
+            {
+              "expression": "workflow_id",
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+              "asc": true,
+              "nulls": "last"
+            }
+          ],
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+          "concurrently": false,
+          "method": "btree",
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+        },
+        "copilot_chats_user_workspace_idx": {
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+              "expression": "user_id",
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+              "nulls": "last"
+            },
+            {
+              "expression": "workspace_id",
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+              "nulls": "last"
+            }
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+          "method": "btree",
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+        },
+        "copilot_chats_created_at_idx": {
+          "name": "copilot_chats_created_at_idx",
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+            {
+              "expression": "created_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
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+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_chats_updated_at_idx": {
+          "name": "copilot_chats_updated_at_idx",
+          "columns": [
+            {
+              "expression": "updated_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
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+          "concurrently": false,
+          "method": "btree",
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+        },
+        "copilot_chats_workspace_created_at_id_idx": {
+          "name": "copilot_chats_workspace_created_at_id_idx",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "date_trunc('milliseconds', \"created_at\")",
+              "asc": true,
+              "isExpression": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
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+          "tableTo": "user",
+          "columnsFrom": ["user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
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+          "tableFrom": "copilot_chats",
+          "tableTo": "workflow",
+          "columnsFrom": ["workflow_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "copilot_chats_workspace_id_workspace_id_fk": {
+          "name": "copilot_chats_workspace_id_workspace_id_fk",
+          "tableFrom": "copilot_chats",
+          "tableTo": "workspace",
+          "columnsFrom": ["workspace_id"],
+          "columnsTo": ["id"],
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+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.copilot_feedback": {
+      "name": "copilot_feedback",
+      "schema": "",
+      "columns": {
+        "feedback_id": {
+          "name": "feedback_id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "chat_id": {
+          "name": "chat_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "user_query": {
+          "name": "user_query",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "agent_response": {
+          "name": "agent_response",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "is_positive": {
+          "name": "is_positive",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "feedback": {
+          "name": "feedback",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "workflow_yaml": {
+          "name": "workflow_yaml",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
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+          "name": "copilot_feedback_user_id_idx",
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+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
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+          "concurrently": false,
+          "method": "btree",
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+        },
+        "copilot_feedback_chat_id_idx": {
+          "name": "copilot_feedback_chat_id_idx",
+          "columns": [
+            {
+              "expression": "chat_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
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+          "concurrently": false,
+          "method": "btree",
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+        },
+        "copilot_feedback_user_chat_idx": {
+          "name": "copilot_feedback_user_chat_idx",
+          "columns": [
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+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "chat_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_feedback_is_positive_idx": {
+          "name": "copilot_feedback_is_positive_idx",
+          "columns": [
+            {
+              "expression": "is_positive",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_feedback_created_at_idx": {
+          "name": "copilot_feedback_created_at_idx",
+          "columns": [
+            {
+              "expression": "created_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "copilot_feedback_user_id_user_id_fk": {
+          "name": "copilot_feedback_user_id_user_id_fk",
+          "tableFrom": "copilot_feedback",
+          "tableTo": "user",
+          "columnsFrom": ["user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "copilot_feedback_chat_id_copilot_chats_id_fk": {
+          "name": "copilot_feedback_chat_id_copilot_chats_id_fk",
+          "tableFrom": "copilot_feedback",
+          "tableTo": "copilot_chats",
+          "columnsFrom": ["chat_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.copilot_messages": {
+      "name": "copilot_messages",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "chat_id": {
+          "name": "chat_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "message_id": {
+          "name": "message_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "role": {
+          "name": "role",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "content": {
+          "name": "content",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "stream_id": {
+          "name": "stream_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "parent_message_id": {
+          "name": "parent_message_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "model": {
+          "name": "model",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tokens_in": {
+          "name": "tokens_in",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tokens_out": {
+          "name": "tokens_out",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "seq": {
+          "name": "seq",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "deleted_at": {
+          "name": "deleted_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "copilot_messages_chat_message_unique": {
+          "name": "copilot_messages_chat_message_unique",
+          "columns": [
+            {
+              "expression": "chat_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "message_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_messages_chat_created_at_idx": {
+          "name": "copilot_messages_chat_created_at_idx",
+          "columns": [
+            {
+              "expression": "chat_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "created_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"copilot_messages\".\"deleted_at\" IS NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_messages_chat_seq_idx": {
+          "name": "copilot_messages_chat_seq_idx",
+          "columns": [
+            {
+              "expression": "chat_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "seq",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"copilot_messages\".\"deleted_at\" IS NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_messages_chat_stream_idx": {
+          "name": "copilot_messages_chat_stream_idx",
+          "columns": [
+            {
+              "expression": "chat_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "stream_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"copilot_messages\".\"stream_id\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "copilot_messages_chat_id_copilot_chats_id_fk": {
+          "name": "copilot_messages_chat_id_copilot_chats_id_fk",
+          "tableFrom": "copilot_messages",
+          "tableTo": "copilot_chats",
+          "columnsFrom": ["chat_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.copilot_run_checkpoints": {
+      "name": "copilot_run_checkpoints",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "run_id": {
+          "name": "run_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "pending_tool_call_id": {
+          "name": "pending_tool_call_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "conversation_snapshot": {
+          "name": "conversation_snapshot",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "agent_state": {
+          "name": "agent_state",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "provider_request": {
+          "name": "provider_request",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "copilot_run_checkpoints_run_id_idx": {
+          "name": "copilot_run_checkpoints_run_id_idx",
+          "columns": [
+            {
+              "expression": "run_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_run_checkpoints_pending_tool_call_id_idx": {
+          "name": "copilot_run_checkpoints_pending_tool_call_id_idx",
+          "columns": [
+            {
+              "expression": "pending_tool_call_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_run_checkpoints_run_pending_tool_unique": {
+          "name": "copilot_run_checkpoints_run_pending_tool_unique",
+          "columns": [
+            {
+              "expression": "run_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "pending_tool_call_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "copilot_run_checkpoints_run_id_copilot_runs_id_fk": {
+          "name": "copilot_run_checkpoints_run_id_copilot_runs_id_fk",
+          "tableFrom": "copilot_run_checkpoints",
+          "tableTo": "copilot_runs",
+          "columnsFrom": ["run_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.copilot_runs": {
+      "name": "copilot_runs",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "execution_id": {
+          "name": "execution_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "parent_run_id": {
+          "name": "parent_run_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "chat_id": {
+          "name": "chat_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "workflow_id": {
+          "name": "workflow_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "workspace_id": {
+          "name": "workspace_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "stream_id": {
+          "name": "stream_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "agent": {
+          "name": "agent",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "model": {
+          "name": "model",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "provider": {
+          "name": "provider",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "status": {
+          "name": "status",
+          "type": "copilot_run_status",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'active'"
+        },
+        "request_context": {
+          "name": "request_context",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "started_at": {
+          "name": "started_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "completed_at": {
+          "name": "completed_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "error": {
+          "name": "error",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        }
+      },
+      "indexes": {
+        "copilot_runs_execution_id_idx": {
+          "name": "copilot_runs_execution_id_idx",
+          "columns": [
+            {
+              "expression": "execution_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_runs_parent_run_id_idx": {
+          "name": "copilot_runs_parent_run_id_idx",
+          "columns": [
+            {
+              "expression": "parent_run_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_runs_chat_id_idx": {
+          "name": "copilot_runs_chat_id_idx",
+          "columns": [
+            {
+              "expression": "chat_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_runs_user_id_idx": {
+          "name": "copilot_runs_user_id_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_runs_workflow_id_idx": {
+          "name": "copilot_runs_workflow_id_idx",
+          "columns": [
+            {
+              "expression": "workflow_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_runs_workspace_id_idx": {
+          "name": "copilot_runs_workspace_id_idx",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_runs_status_idx": {
+          "name": "copilot_runs_status_idx",
+          "columns": [
+            {
+              "expression": "status",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_runs_chat_execution_idx": {
+          "name": "copilot_runs_chat_execution_idx",
+          "columns": [
+            {
+              "expression": "chat_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "execution_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_runs_execution_started_at_idx": {
+          "name": "copilot_runs_execution_started_at_idx",
+          "columns": [
+            {
+              "expression": "execution_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "started_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_runs_workspace_completed_at_id_idx": {
+          "name": "copilot_runs_workspace_completed_at_id_idx",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "date_trunc('milliseconds', \"completed_at\")",
+              "asc": true,
+              "isExpression": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_runs_stream_id_unique": {
+          "name": "copilot_runs_stream_id_unique",
+          "columns": [
+            {
+              "expression": "stream_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "copilot_runs_chat_id_copilot_chats_id_fk": {
+          "name": "copilot_runs_chat_id_copilot_chats_id_fk",
+          "tableFrom": "copilot_runs",
+          "tableTo": "copilot_chats",
+          "columnsFrom": ["chat_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "copilot_runs_user_id_user_id_fk": {
+          "name": "copilot_runs_user_id_user_id_fk",
+          "tableFrom": "copilot_runs",
+          "tableTo": "user",
+          "columnsFrom": ["user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "copilot_runs_workflow_id_workflow_id_fk": {
+          "name": "copilot_runs_workflow_id_workflow_id_fk",
+          "tableFrom": "copilot_runs",
+          "tableTo": "workflow",
+          "columnsFrom": ["workflow_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "copilot_runs_workspace_id_workspace_id_fk": {
+          "name": "copilot_runs_workspace_id_workspace_id_fk",
+          "tableFrom": "copilot_runs",
+          "tableTo": "workspace",
+          "columnsFrom": ["workspace_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.copilot_workflow_read_hashes": {
+      "name": "copilot_workflow_read_hashes",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "chat_id": {
+          "name": "chat_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "workflow_id": {
+          "name": "workflow_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "hash": {
+          "name": "hash",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "copilot_workflow_read_hashes_chat_id_idx": {
+          "name": "copilot_workflow_read_hashes_chat_id_idx",
+          "columns": [
+            {
+              "expression": "chat_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_workflow_read_hashes_workflow_id_idx": {
+          "name": "copilot_workflow_read_hashes_workflow_id_idx",
+          "columns": [
+            {
+              "expression": "workflow_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "copilot_workflow_read_hashes_chat_workflow_unique": {
+          "name": "copilot_workflow_read_hashes_chat_workflow_unique",
+          "columns": [
+            {
+              "expression": "chat_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "workflow_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "copilot_workflow_read_hashes_chat_id_copilot_chats_id_fk": {
+          "name": "copilot_workflow_read_hashes_chat_id_copilot_chats_id_fk",
+          "tableFrom": "copilot_workflow_read_hashes",
+          "tableTo": "copilot_chats",
+          "columnsFrom": ["chat_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "copilot_workflow_read_hashes_workflow_id_workflow_id_fk": {
+          "name": "copilot_workflow_read_hashes_workflow_id_workflow_id_fk",
+          "tableFrom": "copilot_workflow_read_hashes",
+          "tableTo": "workflow",
+          "columnsFrom": ["workflow_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.credential": {
+      "name": "credential",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "workspace_id": {
+          "name": "workspace_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "type": {
+          "name": "type",
+          "type": "credential_type",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "display_name": {
+          "name": "display_name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "description": {
+          "name": "description",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "provider_id": {
+          "name": "provider_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "account_id": {
+          "name": "account_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "env_key": {
+          "name": "env_key",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "env_owner_user_id": {
+          "name": "env_owner_user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "encrypted_service_account_key": {
+          "name": "encrypted_service_account_key",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_by": {
+          "name": "created_by",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "credential_workspace_id_idx": {
+          "name": "credential_workspace_id_idx",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "credential_type_idx": {
+          "name": "credential_type_idx",
+          "columns": [
+            {
+              "expression": "type",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "credential_provider_id_idx": {
+          "name": "credential_provider_id_idx",
+          "columns": [
+            {
+              "expression": "provider_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "credential_account_id_idx": {
+          "name": "credential_account_id_idx",
+          "columns": [
+            {
+              "expression": "account_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "credential_env_owner_user_id_idx": {
+          "name": "credential_env_owner_user_id_idx",
+          "columns": [
+            {
+              "expression": "env_owner_user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "credential_workspace_account_unique": {
+          "name": "credential_workspace_account_unique",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "account_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "where": "account_id IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "credential_workspace_env_unique": {
+          "name": "credential_workspace_env_unique",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "type",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "env_key",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "where": "type = 'env_workspace'",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "credential_workspace_personal_env_unique": {
+          "name": "credential_workspace_personal_env_unique",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "type",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "env_key",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "env_owner_user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "where": "type = 'env_personal'",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "credential_workspace_id_workspace_id_fk": {
+          "name": "credential_workspace_id_workspace_id_fk",
+          "tableFrom": "credential",
+          "tableTo": "workspace",
+          "columnsFrom": ["workspace_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "credential_account_id_account_id_fk": {
+          "name": "credential_account_id_account_id_fk",
+          "tableFrom": "credential",
+          "tableTo": "account",
+          "columnsFrom": ["account_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "credential_env_owner_user_id_user_id_fk": {
+          "name": "credential_env_owner_user_id_user_id_fk",
+          "tableFrom": "credential",
+          "tableTo": "user",
+          "columnsFrom": ["env_owner_user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "credential_created_by_user_id_fk": {
+          "name": "credential_created_by_user_id_fk",
+          "tableFrom": "credential",
+          "tableTo": "user",
+          "columnsFrom": ["created_by"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {
+        "credential_oauth_source_check": {
+          "name": "credential_oauth_source_check",
+          "value": "(type <> 'oauth') OR (account_id IS NOT NULL AND provider_id IS NOT NULL)"
+        },
+        "credential_workspace_env_source_check": {
+          "name": "credential_workspace_env_source_check",
+          "value": "(type <> 'env_workspace') OR (env_key IS NOT NULL AND env_owner_user_id IS NULL)"
+        },
+        "credential_personal_env_source_check": {
+          "name": "credential_personal_env_source_check",
+          "value": "(type <> 'env_personal') OR (env_key IS NOT NULL AND env_owner_user_id IS NOT NULL)"
+        }
+      },
+      "isRLSEnabled": false
+    },
+    "public.credential_member": {
+      "name": "credential_member",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "credential_id": {
+          "name": "credential_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "role": {
+          "name": "role",
+          "type": "credential_member_role",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'member'"
+        },
+        "status": {
+          "name": "status",
+          "type": "credential_member_status",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'active'"
+        },
+        "joined_at": {
+          "name": "joined_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "invited_by": {
+          "name": "invited_by",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "credential_member_user_id_idx": {
+          "name": "credential_member_user_id_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "credential_member_role_idx": {
+          "name": "credential_member_role_idx",
+          "columns": [
+            {
+              "expression": "role",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "credential_member_status_idx": {
+          "name": "credential_member_status_idx",
+          "columns": [
+            {
+              "expression": "status",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "credential_member_unique": {
+          "name": "credential_member_unique",
+          "columns": [
+            {
+              "expression": "credential_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "credential_member_credential_id_credential_id_fk": {
+          "name": "credential_member_credential_id_credential_id_fk",
+          "tableFrom": "credential_member",
+          "tableTo": "credential",
+          "columnsFrom": ["credential_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "credential_member_user_id_user_id_fk": {
+          "name": "credential_member_user_id_user_id_fk",
+          "tableFrom": "credential_member",
+          "tableTo": "user",
+          "columnsFrom": ["user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "credential_member_invited_by_user_id_fk": {
+          "name": "credential_member_invited_by_user_id_fk",
+          "tableFrom": "credential_member",
+          "tableTo": "user",
+          "columnsFrom": ["invited_by"],
+          "columnsTo": ["id"],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.credential_set": {
+      "name": "credential_set",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "organization_id": {
+          "name": "organization_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "name": {
+          "name": "name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "description": {
+          "name": "description",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "provider_id": {
+          "name": "provider_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "created_by": {
+          "name": "created_by",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "credential_set_created_by_idx": {
+          "name": "credential_set_created_by_idx",
+          "columns": [
+            {
+              "expression": "created_by",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "credential_set_org_name_unique": {
+          "name": "credential_set_org_name_unique",
+          "columns": [
+            {
+              "expression": "organization_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "name",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "credential_set_provider_id_idx": {
+          "name": "credential_set_provider_id_idx",
+          "columns": [
+            {
+              "expression": "provider_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "credential_set_organization_id_organization_id_fk": {
+          "name": "credential_set_organization_id_organization_id_fk",
+          "tableFrom": "credential_set",
+          "tableTo": "organization",
+          "columnsFrom": ["organization_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "credential_set_created_by_user_id_fk": {
+          "name": "credential_set_created_by_user_id_fk",
+          "tableFrom": "credential_set",
+          "tableTo": "user",
+          "columnsFrom": ["created_by"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.credential_set_invitation": {
+      "name": "credential_set_invitation",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "credential_set_id": {
+          "name": "credential_set_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "email": {
+          "name": "email",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "token": {
+          "name": "token",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "invited_by": {
+          "name": "invited_by",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "status": {
+          "name": "status",
+          "type": "credential_set_invitation_status",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'pending'"
+        },
+        "expires_at": {
+          "name": "expires_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "accepted_at": {
+          "name": "accepted_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "accepted_by_user_id": {
+          "name": "accepted_by_user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "credential_set_invitation_set_id_idx": {
+          "name": "credential_set_invitation_set_id_idx",
+          "columns": [
+            {
+              "expression": "credential_set_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "credential_set_invitation_token_idx": {
+          "name": "credential_set_invitation_token_idx",
+          "columns": [
+            {
+              "expression": "token",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "credential_set_invitation_status_idx": {
+          "name": "credential_set_invitation_status_idx",
+          "columns": [
+            {
+              "expression": "status",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "credential_set_invitation_expires_at_idx": {
+          "name": "credential_set_invitation_expires_at_idx",
+          "columns": [
+            {
+              "expression": "expires_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "credential_set_invitation_credential_set_id_credential_set_id_fk": {
+          "name": "credential_set_invitation_credential_set_id_credential_set_id_fk",
+          "tableFrom": "credential_set_invitation",
+          "tableTo": "credential_set",
+          "columnsFrom": ["credential_set_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "credential_set_invitation_invited_by_user_id_fk": {
+          "name": "credential_set_invitation_invited_by_user_id_fk",
+          "tableFrom": "credential_set_invitation",
+          "tableTo": "user",
+          "columnsFrom": ["invited_by"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "credential_set_invitation_accepted_by_user_id_user_id_fk": {
+          "name": "credential_set_invitation_accepted_by_user_id_user_id_fk",
+          "tableFrom": "credential_set_invitation",
+          "tableTo": "user",
+          "columnsFrom": ["accepted_by_user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {
+        "credential_set_invitation_token_unique": {
+          "name": "credential_set_invitation_token_unique",
+          "nullsNotDistinct": false,
+          "columns": ["token"]
+        }
+      },
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.credential_set_member": {
+      "name": "credential_set_member",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "credential_set_id": {
+          "name": "credential_set_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "status": {
+          "name": "status",
+          "type": "credential_set_member_status",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'pending'"
+        },
+        "joined_at": {
+          "name": "joined_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "invited_by": {
+          "name": "invited_by",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
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+          "type": "timestamp",
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+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "character_count": {
+          "name": "character_count",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "processing_status": {
+          "name": "processing_status",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'pending'"
+        },
+        "processing_started_at": {
+          "name": "processing_started_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "processing_completed_at": {
+          "name": "processing_completed_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "processing_error": {
+          "name": "processing_error",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "enabled": {
+          "name": "enabled",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": true
+        },
+        "archived_at": {
+          "name": "archived_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "deleted_at": {
+          "name": "deleted_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "user_excluded": {
+          "name": "user_excluded",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "tag1": {
+          "name": "tag1",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tag2": {
+          "name": "tag2",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tag3": {
+          "name": "tag3",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tag4": {
+          "name": "tag4",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tag5": {
+          "name": "tag5",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tag6": {
+          "name": "tag6",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tag7": {
+          "name": "tag7",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "number1": {
+          "name": "number1",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "number2": {
+          "name": "number2",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "number3": {
+          "name": "number3",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "number4": {
+          "name": "number4",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "number5": {
+          "name": "number5",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "date1": {
+          "name": "date1",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "date2": {
+          "name": "date2",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "boolean1": {
+          "name": "boolean1",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "boolean2": {
+          "name": "boolean2",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "boolean3": {
+          "name": "boolean3",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "connector_id": {
+          "name": "connector_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "external_id": {
+          "name": "external_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "content_hash": {
+          "name": "content_hash",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "source_url": {
+          "name": "source_url",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "uploaded_by": {
+          "name": "uploaded_by",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "uploaded_at": {
+          "name": "uploaded_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "doc_kb_id_idx": {
+          "name": "doc_kb_id_idx",
+          "columns": [
+            {
+              "expression": "knowledge_base_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_filename_idx": {
+          "name": "doc_filename_idx",
+          "columns": [
+            {
+              "expression": "filename",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_processing_status_idx": {
+          "name": "doc_processing_status_idx",
+          "columns": [
+            {
+              "expression": "knowledge_base_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "processing_status",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_connector_external_id_idx": {
+          "name": "doc_connector_external_id_idx",
+          "columns": [
+            {
+              "expression": "connector_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "external_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "where": "\"document\".\"deleted_at\" IS NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_connector_id_idx": {
+          "name": "doc_connector_id_idx",
+          "columns": [
+            {
+              "expression": "connector_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_storage_key_idx": {
+          "name": "doc_storage_key_idx",
+          "columns": [
+            {
+              "expression": "storage_key",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"document\".\"storage_key\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_archived_at_partial_idx": {
+          "name": "doc_archived_at_partial_idx",
+          "columns": [
+            {
+              "expression": "archived_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"document\".\"archived_at\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_deleted_at_partial_idx": {
+          "name": "doc_deleted_at_partial_idx",
+          "columns": [
+            {
+              "expression": "deleted_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"document\".\"deleted_at\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_tag1_idx": {
+          "name": "doc_tag1_idx",
+          "columns": [
+            {
+              "expression": "tag1",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_tag2_idx": {
+          "name": "doc_tag2_idx",
+          "columns": [
+            {
+              "expression": "tag2",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_tag3_idx": {
+          "name": "doc_tag3_idx",
+          "columns": [
+            {
+              "expression": "tag3",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_tag4_idx": {
+          "name": "doc_tag4_idx",
+          "columns": [
+            {
+              "expression": "tag4",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_tag5_idx": {
+          "name": "doc_tag5_idx",
+          "columns": [
+            {
+              "expression": "tag5",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_tag6_idx": {
+          "name": "doc_tag6_idx",
+          "columns": [
+            {
+              "expression": "tag6",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_tag7_idx": {
+          "name": "doc_tag7_idx",
+          "columns": [
+            {
+              "expression": "tag7",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_number1_idx": {
+          "name": "doc_number1_idx",
+          "columns": [
+            {
+              "expression": "number1",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_number2_idx": {
+          "name": "doc_number2_idx",
+          "columns": [
+            {
+              "expression": "number2",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_number3_idx": {
+          "name": "doc_number3_idx",
+          "columns": [
+            {
+              "expression": "number3",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_number4_idx": {
+          "name": "doc_number4_idx",
+          "columns": [
+            {
+              "expression": "number4",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_number5_idx": {
+          "name": "doc_number5_idx",
+          "columns": [
+            {
+              "expression": "number5",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_date1_idx": {
+          "name": "doc_date1_idx",
+          "columns": [
+            {
+              "expression": "date1",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_date2_idx": {
+          "name": "doc_date2_idx",
+          "columns": [
+            {
+              "expression": "date2",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_boolean1_idx": {
+          "name": "doc_boolean1_idx",
+          "columns": [
+            {
+              "expression": "boolean1",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_boolean2_idx": {
+          "name": "doc_boolean2_idx",
+          "columns": [
+            {
+              "expression": "boolean2",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "doc_boolean3_idx": {
+          "name": "doc_boolean3_idx",
+          "columns": [
+            {
+              "expression": "boolean3",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "document_knowledge_base_id_knowledge_base_id_fk": {
+          "name": "document_knowledge_base_id_knowledge_base_id_fk",
+          "tableFrom": "document",
+          "tableTo": "knowledge_base",
+          "columnsFrom": ["knowledge_base_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "document_connector_id_knowledge_connector_id_fk": {
+          "name": "document_connector_id_knowledge_connector_id_fk",
+          "tableFrom": "document",
+          "tableTo": "knowledge_connector",
+          "columnsFrom": ["connector_id"],
+          "columnsTo": ["id"],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        },
+        "document_uploaded_by_user_id_fk": {
+          "name": "document_uploaded_by_user_id_fk",
+          "tableFrom": "document",
+          "tableTo": "user",
+          "columnsFrom": ["uploaded_by"],
+          "columnsTo": ["id"],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.embedding": {
+      "name": "embedding",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "knowledge_base_id": {
+          "name": "knowledge_base_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "document_id": {
+          "name": "document_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "chunk_index": {
+          "name": "chunk_index",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "chunk_hash": {
+          "name": "chunk_hash",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "content": {
+          "name": "content",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "content_length": {
+          "name": "content_length",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "token_count": {
+          "name": "token_count",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "embedding": {
+          "name": "embedding",
+          "type": "vector(1536)",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "embedding_model": {
+          "name": "embedding_model",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'text-embedding-3-small'"
+        },
+        "start_offset": {
+          "name": "start_offset",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "end_offset": {
+          "name": "end_offset",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "tag1": {
+          "name": "tag1",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tag2": {
+          "name": "tag2",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tag3": {
+          "name": "tag3",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tag4": {
+          "name": "tag4",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tag5": {
+          "name": "tag5",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tag6": {
+          "name": "tag6",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tag7": {
+          "name": "tag7",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "number1": {
+          "name": "number1",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "number2": {
+          "name": "number2",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "number3": {
+          "name": "number3",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "number4": {
+          "name": "number4",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "number5": {
+          "name": "number5",
+          "type": "double precision",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "date1": {
+          "name": "date1",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "date2": {
+          "name": "date2",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "boolean1": {
+          "name": "boolean1",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "boolean2": {
+          "name": "boolean2",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "boolean3": {
+          "name": "boolean3",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "enabled": {
+          "name": "enabled",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": true
+        },
+        "content_tsv": {
+          "name": "content_tsv",
+          "type": "tsvector",
+          "primaryKey": false,
+          "notNull": false,
+          "generated": {
+            "as": "to_tsvector('english', \"embedding\".\"content\")",
+            "type": "stored"
+          }
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "emb_kb_id_idx": {
+          "name": "emb_kb_id_idx",
+          "columns": [
+            {
+              "expression": "knowledge_base_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "emb_doc_id_idx": {
+          "name": "emb_doc_id_idx",
+          "columns": [
+            {
+              "expression": "document_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
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+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "idempotency_key_created_at_idx": {
+          "name": "idempotency_key_created_at_idx",
+          "columns": [
+            {
+              "expression": "created_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
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+          "method": "btree",
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+        }
+      },
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+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.invitation": {
+      "name": "invitation",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "kind": {
+          "name": "kind",
+          "type": "invitation_kind",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'organization'"
+        },
+        "email": {
+          "name": "email",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "inviter_id": {
+          "name": "inviter_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "organization_id": {
+          "name": "organization_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "membership_intent": {
+          "name": "membership_intent",
+          "type": "invitation_membership_intent",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'internal'"
+        },
+        "role": {
+          "name": "role",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "status": {
+          "name": "status",
+          "type": "invitation_status",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'pending'"
+        },
+        "token": {
+          "name": "token",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "expires_at": {
+          "name": "expires_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "invitation_email_idx": {
+          "name": "invitation_email_idx",
+          "columns": [
+            {
+              "expression": "email",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "invitation_organization_id_idx": {
+          "name": "invitation_organization_id_idx",
+          "columns": [
+            {
+              "expression": "organization_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
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+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "invitation_status_idx": {
+          "name": "invitation_status_idx",
+          "columns": [
+            {
+              "expression": "status",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "invitation_pending_email_org_unique": {
+          "name": "invitation_pending_email_org_unique",
+          "columns": [
+            {
+              "expression": "email",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "organization_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "where": "\"invitation\".\"status\" = 'pending' AND \"invitation\".\"organization_id\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
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+        "invitation_inviter_id_user_id_fk": {
+          "name": "invitation_inviter_id_user_id_fk",
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+          "tableTo": "user",
+          "columnsFrom": ["inviter_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "invitation_organization_id_organization_id_fk": {
+          "name": "invitation_organization_id_organization_id_fk",
+          "tableFrom": "invitation",
+          "tableTo": "organization",
+          "columnsFrom": ["organization_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {
+        "invitation_token_unique": {
+          "name": "invitation_token_unique",
+          "nullsNotDistinct": false,
+          "columns": ["token"]
+        }
+      },
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.invitation_workspace_grant": {
+      "name": "invitation_workspace_grant",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "invitation_id": {
+          "name": "invitation_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "workspace_id": {
+          "name": "workspace_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "permission": {
+          "name": "permission",
+          "type": "permission_type",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "invitation_workspace_grant_unique": {
+          "name": "invitation_workspace_grant_unique",
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+            {
+              "expression": "invitation_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
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+              "expression": "workspace_id",
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+              "asc": true,
+              "nulls": "last"
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+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "invitation_workspace_grant_workspace_id_idx": {
+          "name": "invitation_workspace_grant_workspace_id_idx",
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+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
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+          ],
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+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
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+        "invitation_workspace_grant_invitation_id_invitation_id_fk": {
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+          "tableTo": "invitation",
+          "columnsFrom": ["invitation_id"],
+          "columnsTo": ["id"],
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+        },
+        "invitation_workspace_grant_workspace_id_workspace_id_fk": {
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+          "tableFrom": "invitation_workspace_grant",
+          "tableTo": "workspace",
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+          "columnsTo": ["id"],
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+          "onUpdate": "no action"
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+      },
+      "compositePrimaryKeys": {},
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+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.job_execution_logs": {
+      "name": "job_execution_logs",
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+      "columns": {
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+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
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+          "notNull": false
+        },
+        "workspace_id": {
+          "name": "workspace_id",
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+          "notNull": true
+        },
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+          "name": "execution_id",
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+          "notNull": true
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+        "level": {
+          "name": "level",
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+          "notNull": true
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+          "name": "status",
+          "type": "text",
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+          "notNull": true,
+          "default": "'running'"
+        },
+        "trigger": {
+          "name": "trigger",
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+          "notNull": true
+        },
+        "started_at": {
+          "name": "started_at",
+          "type": "timestamp",
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+          "notNull": true
+        },
+        "ended_at": {
+          "name": "ended_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
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+          "name": "total_duration_ms",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "execution_data": {
+          "name": "execution_data",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
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+        "cost": {
+          "name": "cost",
+          "type": "jsonb",
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+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
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+          "name": "job_execution_logs_schedule_id_idx",
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+              "expression": "schedule_id",
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+              "asc": true,
+              "nulls": "last"
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+          "concurrently": false,
+          "method": "btree",
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+        },
+        "job_execution_logs_workspace_started_at_idx": {
+          "name": "job_execution_logs_workspace_started_at_idx",
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+            {
+              "expression": "workspace_id",
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+              "asc": true,
+              "nulls": "last"
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+            {
+              "expression": "started_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
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+          "concurrently": false,
+          "method": "btree",
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+        },
+        "job_execution_logs_workspace_ended_at_id_idx": {
+          "name": "job_execution_logs_workspace_ended_at_id_idx",
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+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "date_trunc('milliseconds', \"ended_at\")",
+              "asc": true,
+              "isExpression": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
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+          "concurrently": false,
+          "method": "btree",
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+        "job_execution_logs_execution_id_unique": {
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+              "expression": "execution_id",
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+              "asc": true,
+              "nulls": "last"
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+          "concurrently": false,
+          "method": "btree",
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+        },
+        "job_execution_logs_trigger_idx": {
+          "name": "job_execution_logs_trigger_idx",
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+              "expression": "trigger",
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+              "nulls": "last"
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+          "method": "btree",
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+          "tableTo": "workflow_schedule",
+          "columnsFrom": ["schedule_id"],
+          "columnsTo": ["id"],
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+          "onUpdate": "no action"
+        },
+        "job_execution_logs_workspace_id_workspace_id_fk": {
+          "name": "job_execution_logs_workspace_id_workspace_id_fk",
+          "tableFrom": "job_execution_logs",
+          "tableTo": "workspace",
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+          "columnsTo": ["id"],
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+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
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+    },
+    "public.knowledge_base": {
+      "name": "knowledge_base",
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+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
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+        },
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+          "name": "workspace_id",
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+          "notNull": false
+        },
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+          "name": "name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "description": {
+          "name": "description",
+          "type": "text",
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+          "notNull": false
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+          "name": "token_count",
+          "type": "integer",
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+        },
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+          "notNull": true,
+          "default": "'text-embedding-3-small'"
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+          "notNull": true,
+          "default": 1536
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+          "type": "json",
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+          "notNull": true,
+          "default": "'{\"maxSize\": 1024, \"minSize\": 1, \"overlap\": 200}'"
+        },
+        "deleted_at": {
+          "name": "deleted_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
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+          "columns": [
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+              "expression": "user_id",
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+              "asc": true,
+              "nulls": "last"
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+          "concurrently": false,
+          "method": "btree",
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+        },
+        "kb_workspace_id_idx": {
+          "name": "kb_workspace_id_idx",
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+            {
+              "expression": "workspace_id",
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+              "asc": true,
+              "nulls": "last"
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+          ],
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+          "concurrently": false,
+          "method": "btree",
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+        },
+        "kb_user_workspace_idx": {
+          "name": "kb_user_workspace_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "kb_deleted_at_idx": {
+          "name": "kb_deleted_at_idx",
+          "columns": [
+            {
+              "expression": "deleted_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "kb_workspace_deleted_partial_idx": {
+          "name": "kb_workspace_deleted_partial_idx",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "deleted_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"knowledge_base\".\"deleted_at\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "kb_workspace_name_active_unique": {
+          "name": "kb_workspace_name_active_unique",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "name",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "where": "\"knowledge_base\".\"deleted_at\" IS NULL",
+          "concurrently": false,
+          "method": "btree",
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+        }
+      },
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+          "tableTo": "user",
+          "columnsFrom": ["user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
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+          "tableFrom": "knowledge_base",
+          "tableTo": "workspace",
+          "columnsFrom": ["workspace_id"],
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+          "onDelete": "no action",
+          "onUpdate": "no action"
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+      },
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+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.knowledge_base_tag_definitions": {
+      "name": "knowledge_base_tag_definitions",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "knowledge_base_id": {
+          "name": "knowledge_base_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "tag_slot": {
+          "name": "tag_slot",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "display_name": {
+          "name": "display_name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "field_type": {
+          "name": "field_type",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'text'"
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
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+          "name": "kb_tag_definitions_kb_slot_idx",
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+              "expression": "knowledge_base_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "tag_slot",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
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+        },
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+          "name": "kb_tag_definitions_kb_display_name_idx",
+          "columns": [
+            {
+              "expression": "knowledge_base_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
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+            {
+              "expression": "display_name",
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+              "asc": true,
+              "nulls": "last"
+            }
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+          "method": "btree",
+          "with": {}
+        },
+        "kb_tag_definitions_kb_id_idx": {
+          "name": "kb_tag_definitions_kb_id_idx",
+          "columns": [
+            {
+              "expression": "knowledge_base_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
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+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
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+          "name": "knowledge_base_tag_definitions_knowledge_base_id_knowledge_base_id_fk",
+          "tableFrom": "knowledge_base_tag_definitions",
+          "tableTo": "knowledge_base",
+          "columnsFrom": ["knowledge_base_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.knowledge_connector": {
+      "name": "knowledge_connector",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "knowledge_base_id": {
+          "name": "knowledge_base_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "connector_type": {
+          "name": "connector_type",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "credential_id": {
+          "name": "credential_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "encrypted_api_key": {
+          "name": "encrypted_api_key",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "source_config": {
+          "name": "source_config",
+          "type": "json",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "sync_mode": {
+          "name": "sync_mode",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'full'"
+        },
+        "sync_interval_minutes": {
+          "name": "sync_interval_minutes",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 1440
+        },
+        "status": {
+          "name": "status",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'active'"
+        },
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+          "name": "last_sync_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "last_sync_error": {
+          "name": "last_sync_error",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "last_sync_doc_count": {
+          "name": "last_sync_doc_count",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "next_sync_at": {
+          "name": "next_sync_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "consecutive_failures": {
+          "name": "consecutive_failures",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "archived_at": {
+          "name": "archived_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "deleted_at": {
+          "name": "deleted_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        }
+      },
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+          "name": "kc_knowledge_base_id_idx",
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+            {
+              "expression": "knowledge_base_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
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+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "kc_status_next_sync_idx": {
+          "name": "kc_status_next_sync_idx",
+          "columns": [
+            {
+              "expression": "status",
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+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "next_sync_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "kc_archived_at_partial_idx": {
+          "name": "kc_archived_at_partial_idx",
+          "columns": [
+            {
+              "expression": "archived_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"knowledge_connector\".\"archived_at\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "kc_deleted_at_partial_idx": {
+          "name": "kc_deleted_at_partial_idx",
+          "columns": [
+            {
+              "expression": "deleted_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
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+          ],
+          "isUnique": false,
+          "where": "\"knowledge_connector\".\"deleted_at\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "knowledge_connector_knowledge_base_id_knowledge_base_id_fk": {
+          "name": "knowledge_connector_knowledge_base_id_knowledge_base_id_fk",
+          "tableFrom": "knowledge_connector",
+          "tableTo": "knowledge_base",
+          "columnsFrom": ["knowledge_base_id"],
+          "columnsTo": ["id"],
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+          "onUpdate": "no action"
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+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.knowledge_connector_sync_log": {
+      "name": "knowledge_connector_sync_log",
+      "schema": "",
+      "columns": {
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+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "connector_id": {
+          "name": "connector_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "status": {
+          "name": "status",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "started_at": {
+          "name": "started_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "completed_at": {
+          "name": "completed_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "docs_added": {
+          "name": "docs_added",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "docs_updated": {
+          "name": "docs_updated",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "docs_deleted": {
+          "name": "docs_deleted",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "docs_unchanged": {
+          "name": "docs_unchanged",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "docs_failed": {
+          "name": "docs_failed",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "error_message": {
+          "name": "error_message",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        }
+      },
+      "indexes": {
+        "kcsl_connector_id_idx": {
+          "name": "kcsl_connector_id_idx",
+          "columns": [
+            {
+              "expression": "connector_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
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+          "tableFrom": "knowledge_connector_sync_log",
+          "tableTo": "knowledge_connector",
+          "columnsFrom": ["connector_id"],
+          "columnsTo": ["id"],
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+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.mcp_server_oauth": {
+      "name": "mcp_server_oauth",
+      "schema": "",
+      "columns": {
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+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "mcp_server_id": {
+          "name": "mcp_server_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "workspace_id": {
+          "name": "workspace_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "client_information": {
+          "name": "client_information",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "tokens": {
+          "name": "tokens",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "code_verifier": {
+          "name": "code_verifier",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "state": {
+          "name": "state",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "state_created_at": {
+          "name": "state_created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "last_refreshed_at": {
+          "name": "last_refreshed_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
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+              "expression": "mcp_server_id",
+              "isExpression": false,
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+              "nulls": "last"
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+          "concurrently": false,
+          "method": "btree",
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+        },
+        "mcp_server_oauth_state_idx": {
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+          "columns": [
+            {
+              "expression": "state",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
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+          "concurrently": false,
+          "method": "btree",
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+        }
+      },
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+          "tableFrom": "mcp_server_oauth",
+          "tableTo": "mcp_servers",
+          "columnsFrom": ["mcp_server_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "mcp_server_oauth_user_id_user_id_fk": {
+          "name": "mcp_server_oauth_user_id_user_id_fk",
+          "tableFrom": "mcp_server_oauth",
+          "tableTo": "user",
+          "columnsFrom": ["user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        },
+        "mcp_server_oauth_workspace_id_workspace_id_fk": {
+          "name": "mcp_server_oauth_workspace_id_workspace_id_fk",
+          "tableFrom": "mcp_server_oauth",
+          "tableTo": "workspace",
+          "columnsFrom": ["workspace_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.mcp_servers": {
+      "name": "mcp_servers",
+      "schema": "",
+      "columns": {
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+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
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+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "created_by": {
+          "name": "created_by",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "name": {
+          "name": "name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
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+          "notNull": false
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+        },
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+        },
+        "auth_type": {
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+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'headers'"
+        },
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+          "primaryKey": false,
+          "notNull": false
+        },
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+        },
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+          "type": "json",
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+          "default": "'{}'"
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+          "name": "timeout",
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+          "default": 30000
+        },
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+          "primaryKey": false,
+          "notNull": false,
+          "default": 3
+        },
+        "enabled": {
+          "name": "enabled",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": true
+        },
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+          "type": "timestamp",
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+          "notNull": false
+        },
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+          "name": "connection_status",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "default": "'disconnected'"
+        },
+        "last_error": {
+          "name": "last_error",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "status_config": {
+          "name": "status_config",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false,
+          "default": "'{}'"
+        },
+        "tool_count": {
+          "name": "tool_count",
+          "type": "integer",
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+          "notNull": false,
+          "default": 0
+        },
+        "last_tools_refresh": {
+          "name": "last_tools_refresh",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "total_requests": {
+          "name": "total_requests",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false,
+          "default": 0
+        },
+        "last_used": {
+          "name": "last_used",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "deleted_at": {
+          "name": "deleted_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
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+          "name": "mcp_servers_workspace_enabled_idx",
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+              "expression": "workspace_id",
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+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "enabled",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
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+        },
+        "mcp_servers_workspace_deleted_partial_idx": {
+          "name": "mcp_servers_workspace_deleted_partial_idx",
+          "columns": [
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+              "expression": "workspace_id",
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+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "deleted_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
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+          "where": "\"mcp_servers\".\"deleted_at\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
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+          "tableTo": "workspace",
+          "columnsFrom": ["workspace_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "mcp_servers_created_by_user_id_fk": {
+          "name": "mcp_servers_created_by_user_id_fk",
+          "tableFrom": "mcp_servers",
+          "tableTo": "user",
+          "columnsFrom": ["created_by"],
+          "columnsTo": ["id"],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
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+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.member": {
+      "name": "member",
+      "schema": "",
+      "columns": {
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+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "organization_id": {
+          "name": "organization_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "role": {
+          "name": "role",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
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+          "name": "member_user_id_unique",
+          "columns": [
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+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "member_organization_id_idx": {
+          "name": "member_organization_id_idx",
+          "columns": [
+            {
+              "expression": "organization_id",
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+      "name": "mothership_inbox_task",
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+          "name": "id",
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+          "name": "body_html",
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+          "default": "'received'"
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+          "name": "created_at",
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+          "default": "now()"
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+          "name": "processing_started_at",
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+          "name": "completed_at",
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+              "expression": "email_message_id",
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+          "name": "mothership_inbox_task_chat_id_copilot_chats_id_fk",
+          "tableFrom": "mothership_inbox_task",
+          "tableTo": "copilot_chats",
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+          "columnsTo": ["id"],
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+          "name": "id",
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+    },
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+      "name": "mothership_settings",
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+          "name": "workspace_id",
+          "type": "text",
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+          "name": "metadata",
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+          "name": "whitelabel_settings",
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+          "default": 0
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+          "default": "'0'"
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+          "default": "now()"
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+    },
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+      "name": "organization_member_usage_limit",
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+          "name": "id",
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+        },
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+        },
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+          "name": "user_id",
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+        },
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+          "name": "usage_limit",
+          "type": "numeric",
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+          "name": "set_by",
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+        },
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+          "default": "now()"
+        },
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+          "default": "now()"
+        }
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+          "default": "now()"
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+          "columnsTo": ["id"],
+          "onDelete": "cascade",
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+          "tableFrom": "permission_group_member",
+          "tableTo": "user",
+          "columnsFrom": ["assigned_by"],
+          "columnsTo": ["id"],
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+    },
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+          "name": "id",
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+        },
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+        },
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+          "name": "workspace_id",
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+          "notNull": true
+        },
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+          "name": "organization_id",
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+        },
+        "created_at": {
+          "name": "created_at",
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+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
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+      },
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+              "expression": "permission_group_id",
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+          "onUpdate": "no action"
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+          "onUpdate": "no action"
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+          "default": "now()"
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+          "method": "btree",
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+        },
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+              "expression": "user_id",
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+            },
+            {
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+              "nulls": "last"
+            }
+          ],
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+          "method": "btree",
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+              "nulls": "last"
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+          "method": "btree",
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+        },
+        "permissions_unique_constraint": {
+          "name": "permissions_unique_constraint",
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+              "nulls": "last"
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+        }
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+          "onUpdate": "no action"
+        }
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+          "default": "now()"
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+          "tableTo": "user",
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+          "columnsTo": ["id"],
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+          "onUpdate": "no action"
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+          "name": "key",
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+          "type": "numeric",
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+          "name": "last_refill_at",
+          "type": "timestamp",
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+          "notNull": true
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
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+          "notNull": true,
+          "default": "now()"
+        }
+      },
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+    },
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+          "name": "id",
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+        },
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+          "default": "'pending'"
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+          "default": "now()"
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+        }
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+        },
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+        },
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+          "tableTo": "organization",
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+      },
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+    },
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+          "default": "'system'"
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+        },
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+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "copilot_auto_allowed_tools": {
+          "name": "copilot_auto_allowed_tools",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'[]'"
+        },
+        "last_active_workspace_id": {
+          "name": "last_active_workspace_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {},
+      "foreignKeys": {
+        "settings_user_id_user_id_fk": {
+          "name": "settings_user_id_user_id_fk",
+          "tableFrom": "settings",
+          "tableTo": "user",
+          "columnsFrom": ["user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {
+        "settings_user_id_unique": {
+          "name": "settings_user_id_unique",
+          "nullsNotDistinct": false,
+          "columns": ["user_id"]
+        }
+      },
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.sim_trigger_state": {
+      "name": "sim_trigger_state",
+      "schema": "",
+      "columns": {
+        "workflow_id": {
+          "name": "workflow_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "block_id": {
+          "name": "block_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "scope_key": {
+          "name": "scope_key",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "''"
+        },
+        "last_fired_at": {
+          "name": "last_fired_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {},
+      "foreignKeys": {
+        "sim_trigger_state_workflow_id_workflow_id_fk": {
+          "name": "sim_trigger_state_workflow_id_workflow_id_fk",
+          "tableFrom": "sim_trigger_state",
+          "tableTo": "workflow",
+          "columnsFrom": ["workflow_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {
+        "sim_trigger_state_workflow_id_block_id_scope_key_pk": {
+          "name": "sim_trigger_state_workflow_id_block_id_scope_key_pk",
+          "columns": ["workflow_id", "block_id", "scope_key"]
+        }
+      },
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.skill": {
+      "name": "skill",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "workspace_id": {
+          "name": "workspace_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "name": {
+          "name": "name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "description": {
+          "name": "description",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "content": {
+          "name": "content",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "skill_workspace_name_unique": {
+          "name": "skill_workspace_name_unique",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "name",
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+              "asc": true,
+              "nulls": "last"
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+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
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+        }
+      },
+      "foreignKeys": {
+        "skill_workspace_id_workspace_id_fk": {
+          "name": "skill_workspace_id_workspace_id_fk",
+          "tableFrom": "skill",
+          "tableTo": "workspace",
+          "columnsFrom": ["workspace_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "skill_user_id_user_id_fk": {
+          "name": "skill_user_id_user_id_fk",
+          "tableFrom": "skill",
+          "tableTo": "user",
+          "columnsFrom": ["user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.sso_provider": {
+      "name": "sso_provider",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "issuer": {
+          "name": "issuer",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "domain": {
+          "name": "domain",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "oidc_config": {
+          "name": "oidc_config",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "saml_config": {
+          "name": "saml_config",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "provider_id": {
+          "name": "provider_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "organization_id": {
+          "name": "organization_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        }
+      },
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+        "sso_provider_provider_id_idx": {
+          "name": "sso_provider_provider_id_idx",
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+              "expression": "provider_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
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+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "sso_provider_domain_idx": {
+          "name": "sso_provider_domain_idx",
+          "columns": [
+            {
+              "expression": "domain",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
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+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "sso_provider_user_id_idx": {
+          "name": "sso_provider_user_id_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
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+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "sso_provider_organization_id_idx": {
+          "name": "sso_provider_organization_id_idx",
+          "columns": [
+            {
+              "expression": "organization_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
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+        "sso_provider_user_id_user_id_fk": {
+          "name": "sso_provider_user_id_user_id_fk",
+          "tableFrom": "sso_provider",
+          "tableTo": "user",
+          "columnsFrom": ["user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "sso_provider_organization_id_organization_id_fk": {
+          "name": "sso_provider_organization_id_organization_id_fk",
+          "tableFrom": "sso_provider",
+          "tableTo": "organization",
+          "columnsFrom": ["organization_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.subscription": {
+      "name": "subscription",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "plan": {
+          "name": "plan",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "reference_id": {
+          "name": "reference_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "stripe_customer_id": {
+          "name": "stripe_customer_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "stripe_subscription_id": {
+          "name": "stripe_subscription_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "status": {
+          "name": "status",
+          "type": "text",
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+          "notNull": false
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+        "period_start": {
+          "name": "period_start",
+          "type": "timestamp",
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+          "notNull": false
+        },
+        "period_end": {
+          "name": "period_end",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "cancel_at_period_end": {
+          "name": "cancel_at_period_end",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "cancel_at": {
+          "name": "cancel_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "canceled_at": {
+          "name": "canceled_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "ended_at": {
+          "name": "ended_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "seats": {
+          "name": "seats",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "trial_start": {
+          "name": "trial_start",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "trial_end": {
+          "name": "trial_end",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "billing_interval": {
+          "name": "billing_interval",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "stripe_schedule_id": {
+          "name": "stripe_schedule_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "metadata": {
+          "name": "metadata",
+          "type": "json",
+          "primaryKey": false,
+          "notNull": false
+        }
+      },
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+        "subscription_reference_status_idx": {
+          "name": "subscription_reference_status_idx",
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+            {
+              "expression": "reference_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
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+              "expression": "status",
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+              "asc": true,
+              "nulls": "last"
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+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {},
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {
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+          "name": "check_enterprise_metadata",
+          "value": "plan != 'enterprise' OR metadata IS NOT NULL"
+        }
+      },
+      "isRLSEnabled": false
+    },
+    "public.table_jobs": {
+      "name": "table_jobs",
+      "schema": "",
+      "columns": {
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+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
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+          "name": "table_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "workspace_id": {
+          "name": "workspace_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "type": {
+          "name": "type",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "status": {
+          "name": "status",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'running'"
+        },
+        "payload": {
+          "name": "payload",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "rows_processed": {
+          "name": "rows_processed",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "error": {
+          "name": "error",
+          "type": "text",
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+          "notNull": false
+        },
+        "started_at": {
+          "name": "started_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
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+          "notNull": true,
+          "default": "now()"
+        },
+        "completed_at": {
+          "name": "completed_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        }
+      },
+      "indexes": {
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+          "name": "table_jobs_one_active_per_table",
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+            {
+              "expression": "table_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
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+          "isUnique": true,
+          "where": "\"table_jobs\".\"status\" = 'running' AND \"table_jobs\".\"type\" <> 'export'",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "table_jobs_watchdog_idx": {
+          "name": "table_jobs_watchdog_idx",
+          "columns": [
+            {
+              "expression": "status",
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+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "updated_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
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+        },
+        "table_jobs_table_started_idx": {
+          "name": "table_jobs_table_started_idx",
+          "columns": [
+            {
+              "expression": "table_id",
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+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "started_at",
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+              "nulls": "last"
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+          ],
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+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
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+          "name": "table_jobs_table_id_user_table_definitions_id_fk",
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+          "tableTo": "user_table_definitions",
+          "columnsFrom": ["table_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "table_jobs_workspace_id_workspace_id_fk": {
+          "name": "table_jobs_workspace_id_workspace_id_fk",
+          "tableFrom": "table_jobs",
+          "tableTo": "workspace",
+          "columnsFrom": ["workspace_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
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+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.table_row_executions": {
+      "name": "table_row_executions",
+      "schema": "",
+      "columns": {
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+          "name": "table_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
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+          "notNull": true
+        },
+        "group_id": {
+          "name": "group_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "status": {
+          "name": "status",
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+          "notNull": true
+        },
+        "execution_id": {
+          "name": "execution_id",
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+          "primaryKey": false,
+          "notNull": false
+        },
+        "job_id": {
+          "name": "job_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "workflow_id": {
+          "name": "workflow_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "error": {
+          "name": "error",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "running_block_ids": {
+          "name": "running_block_ids",
+          "type": "text[]",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'::text[]"
+        },
+        "block_errors": {
+          "name": "block_errors",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'::jsonb"
+        },
+        "cancelled_at": {
+          "name": "cancelled_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
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+          "name": "table_row_executions_table_status_idx",
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+              "expression": "table_id",
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+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "status",
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+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"table_row_executions\".\"status\" IN ('queued', 'running', 'pending')",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "table_row_executions_execution_id_idx": {
+          "name": "table_row_executions_execution_id_idx",
+          "columns": [
+            {
+              "expression": "execution_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"table_row_executions\".\"execution_id\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "table_row_executions_table_group_idx": {
+          "name": "table_row_executions_table_group_idx",
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+            {
+              "expression": "table_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "group_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
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+          "name": "table_row_executions_table_id_user_table_definitions_id_fk",
+          "tableFrom": "table_row_executions",
+          "tableTo": "user_table_definitions",
+          "columnsFrom": ["table_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "table_row_executions_row_id_user_table_rows_id_fk": {
+          "name": "table_row_executions_row_id_user_table_rows_id_fk",
+          "tableFrom": "table_row_executions",
+          "tableTo": "user_table_rows",
+          "columnsFrom": ["row_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
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+        "table_row_executions_row_id_group_id_pk": {
+          "name": "table_row_executions_row_id_group_id_pk",
+          "columns": ["row_id", "group_id"]
+        }
+      },
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.table_run_dispatches": {
+      "name": "table_run_dispatches",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "table_id": {
+          "name": "table_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
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+          "name": "workspace_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "request_id": {
+          "name": "request_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "mode": {
+          "name": "mode",
+          "type": "text",
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+          "notNull": true
+        },
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+          "name": "scope",
+          "type": "jsonb",
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+          "notNull": true
+        },
+        "status": {
+          "name": "status",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'pending'"
+        },
+        "cursor": {
+          "name": "cursor",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "limit": {
+          "name": "limit",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "processed_count": {
+          "name": "processed_count",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "is_manual_run": {
+          "name": "is_manual_run",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": true
+        },
+        "triggered_by_user_id": {
+          "name": "triggered_by_user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "requested_at": {
+          "name": "requested_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "completed_at": {
+          "name": "completed_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "cancelled_at": {
+          "name": "cancelled_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        }
+      },
+      "indexes": {
+        "table_run_dispatches_active_idx": {
+          "name": "table_run_dispatches_active_idx",
+          "columns": [
+            {
+              "expression": "table_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "status",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "table_run_dispatches_watchdog_idx": {
+          "name": "table_run_dispatches_watchdog_idx",
+          "columns": [
+            {
+              "expression": "status",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "requested_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "table_run_dispatches_table_id_user_table_definitions_id_fk": {
+          "name": "table_run_dispatches_table_id_user_table_definitions_id_fk",
+          "tableFrom": "table_run_dispatches",
+          "tableTo": "user_table_definitions",
+          "columnsFrom": ["table_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "table_run_dispatches_workspace_id_workspace_id_fk": {
+          "name": "table_run_dispatches_workspace_id_workspace_id_fk",
+          "tableFrom": "table_run_dispatches",
+          "tableTo": "workspace",
+          "columnsFrom": ["workspace_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "table_run_dispatches_triggered_by_user_id_user_id_fk": {
+          "name": "table_run_dispatches_triggered_by_user_id_user_id_fk",
+          "tableFrom": "table_run_dispatches",
+          "tableTo": "user",
+          "columnsFrom": ["triggered_by_user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.usage_log": {
+      "name": "usage_log",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "category": {
+          "name": "category",
+          "type": "usage_log_category",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "source": {
+          "name": "source",
+          "type": "usage_log_source",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "description": {
+          "name": "description",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "metadata": {
+          "name": "metadata",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "cost": {
+          "name": "cost",
+          "type": "numeric",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "event_key": {
+          "name": "event_key",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "billing_entity_type": {
+          "name": "billing_entity_type",
+          "type": "billing_entity_type",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "billing_entity_id": {
+          "name": "billing_entity_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "billing_period_start": {
+          "name": "billing_period_start",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "billing_period_end": {
+          "name": "billing_period_end",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "workspace_id": {
+          "name": "workspace_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "workflow_id": {
+          "name": "workflow_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "execution_id": {
+          "name": "execution_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "usage_log_user_created_at_idx": {
+          "name": "usage_log_user_created_at_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "created_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "usage_log_source_idx": {
+          "name": "usage_log_source_idx",
+          "columns": [
+            {
+              "expression": "source",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "usage_log_workspace_id_idx": {
+          "name": "usage_log_workspace_id_idx",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "usage_log_workflow_id_idx": {
+          "name": "usage_log_workflow_id_idx",
+          "columns": [
+            {
+              "expression": "workflow_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "usage_log_event_key_unique": {
+          "name": "usage_log_event_key_unique",
+          "columns": [
+            {
+              "expression": "event_key",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "where": "\"usage_log\".\"event_key\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "usage_log_billing_entity_period_idx": {
+          "name": "usage_log_billing_entity_period_idx",
+          "columns": [
+            {
+              "expression": "billing_entity_type",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "billing_entity_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "billing_period_start",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "billing_period_end",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"usage_log\".\"billing_entity_type\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "usage_log_workspace_created_at_idx": {
+          "name": "usage_log_workspace_created_at_idx",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "created_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "usage_log_execution_id_idx": {
+          "name": "usage_log_execution_id_idx",
+          "columns": [
+            {
+              "expression": "execution_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "usage_log_user_id_user_id_fk": {
+          "name": "usage_log_user_id_user_id_fk",
+          "tableFrom": "usage_log",
+          "tableTo": "user",
+          "columnsFrom": ["user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "usage_log_workspace_id_workspace_id_fk": {
+          "name": "usage_log_workspace_id_workspace_id_fk",
+          "tableFrom": "usage_log",
+          "tableTo": "workspace",
+          "columnsFrom": ["workspace_id"],
+          "columnsTo": ["id"],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        },
+        "usage_log_workflow_id_workflow_id_fk": {
+          "name": "usage_log_workflow_id_workflow_id_fk",
+          "tableFrom": "usage_log",
+          "tableTo": "workflow",
+          "columnsFrom": ["workflow_id"],
+          "columnsTo": ["id"],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {
+        "usage_log_billing_scope_all_or_none": {
+          "name": "usage_log_billing_scope_all_or_none",
+          "value": "(\n        (\"usage_log\".\"billing_entity_type\" IS NULL AND \"usage_log\".\"billing_entity_id\" IS NULL AND \"usage_log\".\"billing_period_start\" IS NULL AND \"usage_log\".\"billing_period_end\" IS NULL)\n        OR\n        (\"usage_log\".\"billing_entity_type\" IS NOT NULL AND \"usage_log\".\"billing_entity_id\" IS NOT NULL AND \"usage_log\".\"billing_period_start\" IS NOT NULL AND \"usage_log\".\"billing_period_end\" IS NOT NULL AND \"usage_log\".\"billing_period_start\" < \"usage_log\".\"billing_period_end\")\n      )"
+        }
+      },
+      "isRLSEnabled": false
+    },
+    "public.user": {
+      "name": "user",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "name": {
+          "name": "name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "email": {
+          "name": "email",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "normalized_email": {
+          "name": "normalized_email",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "email_verified": {
+          "name": "email_verified",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "image": {
+          "name": "image",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "stripe_customer_id": {
+          "name": "stripe_customer_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "role": {
+          "name": "role",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false,
+          "default": "'user'"
+        },
+        "banned": {
+          "name": "banned",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": false,
+          "default": false
+        },
+        "ban_reason": {
+          "name": "ban_reason",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "ban_expires": {
+          "name": "ban_expires",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        }
+      },
+      "indexes": {},
+      "foreignKeys": {},
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {
+        "user_email_unique": {
+          "name": "user_email_unique",
+          "nullsNotDistinct": false,
+          "columns": ["email"]
+        },
+        "user_normalized_email_unique": {
+          "name": "user_normalized_email_unique",
+          "nullsNotDistinct": false,
+          "columns": ["normalized_email"]
+        }
+      },
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.user_stats": {
+      "name": "user_stats",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "total_manual_executions": {
+          "name": "total_manual_executions",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "total_api_calls": {
+          "name": "total_api_calls",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "total_webhook_triggers": {
+          "name": "total_webhook_triggers",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "total_scheduled_executions": {
+          "name": "total_scheduled_executions",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "total_chat_executions": {
+          "name": "total_chat_executions",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "total_mcp_executions": {
+          "name": "total_mcp_executions",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "total_a2a_executions": {
+          "name": "total_a2a_executions",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "total_tokens_used": {
+          "name": "total_tokens_used",
+          "type": "bigint",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "total_cost": {
+          "name": "total_cost",
+          "type": "numeric",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'0'"
+        },
+        "current_usage_limit": {
+          "name": "current_usage_limit",
+          "type": "numeric",
+          "primaryKey": false,
+          "notNull": false,
+          "default": "'5'"
+        },
+        "usage_limit_updated_at": {
+          "name": "usage_limit_updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false,
+          "default": "now()"
+        },
+        "current_period_cost": {
+          "name": "current_period_cost",
+          "type": "numeric",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'0'"
+        },
+        "last_period_cost": {
+          "name": "last_period_cost",
+          "type": "numeric",
+          "primaryKey": false,
+          "notNull": false,
+          "default": "'0'"
+        },
+        "billed_overage_this_period": {
+          "name": "billed_overage_this_period",
+          "type": "numeric",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'0'"
+        },
+        "pro_period_cost_snapshot": {
+          "name": "pro_period_cost_snapshot",
+          "type": "numeric",
+          "primaryKey": false,
+          "notNull": false,
+          "default": "'0'"
+        },
+        "pro_period_cost_snapshot_at": {
+          "name": "pro_period_cost_snapshot_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "credit_balance": {
+          "name": "credit_balance",
+          "type": "numeric",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'0'"
+        },
+        "total_copilot_cost": {
+          "name": "total_copilot_cost",
+          "type": "numeric",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'0'"
+        },
+        "current_period_copilot_cost": {
+          "name": "current_period_copilot_cost",
+          "type": "numeric",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'0'"
+        },
+        "last_period_copilot_cost": {
+          "name": "last_period_copilot_cost",
+          "type": "numeric",
+          "primaryKey": false,
+          "notNull": false,
+          "default": "'0'"
+        },
+        "total_copilot_tokens": {
+          "name": "total_copilot_tokens",
+          "type": "bigint",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "total_copilot_calls": {
+          "name": "total_copilot_calls",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "total_mcp_copilot_calls": {
+          "name": "total_mcp_copilot_calls",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "total_mcp_copilot_cost": {
+          "name": "total_mcp_copilot_cost",
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+          "default": "now()"
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+          "default": false
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+          "tableTo": "user",
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+      },
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+        "webhook_workflow_id_workflow_id_fk": {
+          "name": "webhook_workflow_id_workflow_id_fk",
+          "tableFrom": "webhook",
+          "tableTo": "workflow",
+          "columnsFrom": ["workflow_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "webhook_deployment_version_id_workflow_deployment_version_id_fk": {
+          "name": "webhook_deployment_version_id_workflow_deployment_version_id_fk",
+          "tableFrom": "webhook",
+          "tableTo": "workflow_deployment_version",
+          "columnsFrom": ["deployment_version_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "webhook_credential_set_id_credential_set_id_fk": {
+          "name": "webhook_credential_set_id_credential_set_id_fk",
+          "tableFrom": "webhook",
+          "tableTo": "credential_set",
+          "columnsFrom": ["credential_set_id"],
+          "columnsTo": ["id"],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.workflow": {
+      "name": "workflow",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "workspace_id": {
+          "name": "workspace_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "folder_id": {
+          "name": "folder_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "sort_order": {
+          "name": "sort_order",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "name": {
+          "name": "name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "description": {
+          "name": "description",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "last_synced": {
+          "name": "last_synced",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "is_deployed": {
+          "name": "is_deployed",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "deployed_at": {
+          "name": "deployed_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "is_public_api": {
+          "name": "is_public_api",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "locked": {
+          "name": "locked",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "run_count": {
+          "name": "run_count",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true,
+          "default": 0
+        },
+        "last_run_at": {
+          "name": "last_run_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "variables": {
+          "name": "variables",
+          "type": "json",
+          "primaryKey": false,
+          "notNull": false,
+          "default": "'{}'"
+        },
+        "archived_at": {
+          "name": "archived_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        }
+      },
+      "indexes": {
+        "workflow_user_id_idx": {
+          "name": "workflow_user_id_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workflow_workspace_id_idx": {
+          "name": "workflow_workspace_id_idx",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workflow_user_workspace_idx": {
+          "name": "workflow_user_workspace_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workflow_workspace_folder_name_active_unique": {
+          "name": "workflow_workspace_folder_name_active_unique",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "coalesce(\"folder_id\", '')",
+              "asc": true,
+              "isExpression": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "name",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "where": "\"workflow\".\"archived_at\" IS NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workflow_folder_sort_idx": {
+          "name": "workflow_folder_sort_idx",
+          "columns": [
+            {
+              "expression": "folder_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "sort_order",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workflow_archived_at_idx": {
+          "name": "workflow_archived_at_idx",
+          "columns": [
+            {
+              "expression": "archived_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workflow_workspace_archived_partial_idx": {
+          "name": "workflow_workspace_archived_partial_idx",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "archived_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"workflow\".\"archived_at\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "workflow_user_id_user_id_fk": {
+          "name": "workflow_user_id_user_id_fk",
+          "tableFrom": "workflow",
+          "tableTo": "user",
+          "columnsFrom": ["user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "workflow_workspace_id_workspace_id_fk": {
+          "name": "workflow_workspace_id_workspace_id_fk",
+          "tableFrom": "workflow",
+          "tableTo": "workspace",
+          "columnsFrom": ["workspace_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "workflow_folder_id_workflow_folder_id_fk": {
+          "name": "workflow_folder_id_workflow_folder_id_fk",
+          "tableFrom": "workflow",
+          "tableTo": "workflow_folder",
+          "columnsFrom": ["folder_id"],
+          "columnsTo": ["id"],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.workflow_blocks": {
+      "name": "workflow_blocks",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "workflow_id": {
+          "name": "workflow_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
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+          "name": "type",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "name": {
+          "name": "name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "position_x": {
+          "name": "position_x",
+          "type": "numeric",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "position_y": {
+          "name": "position_y",
+          "type": "numeric",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "enabled": {
+          "name": "enabled",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": true
+        },
+        "horizontal_handles": {
+          "name": "horizontal_handles",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": true
+        },
+        "is_wide": {
+          "name": "is_wide",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "advanced_mode": {
+          "name": "advanced_mode",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "trigger_mode": {
+          "name": "trigger_mode",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "locked": {
+          "name": "locked",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "height": {
+          "name": "height",
+          "type": "numeric",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'0'"
+        },
+        "sub_blocks": {
+          "name": "sub_blocks",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "outputs": {
+          "name": "outputs",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
+        },
+        "data": {
+          "name": "data",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": false,
+          "default": "'{}'"
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "workflow_blocks_workflow_id_idx": {
+          "name": "workflow_blocks_workflow_id_idx",
+          "columns": [
+            {
+              "expression": "workflow_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workflow_blocks_type_idx": {
+          "name": "workflow_blocks_type_idx",
+          "columns": [
+            {
+              "expression": "type",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "workflow_blocks_workflow_id_workflow_id_fk": {
+          "name": "workflow_blocks_workflow_id_workflow_id_fk",
+          "tableFrom": "workflow_blocks",
+          "tableTo": "workflow",
+          "columnsFrom": ["workflow_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.workflow_checkpoints": {
+      "name": "workflow_checkpoints",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "uuid",
+          "primaryKey": true,
+          "notNull": true,
+          "default": "gen_random_uuid()"
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "workflow_id": {
+          "name": "workflow_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "chat_id": {
+          "name": "chat_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "message_id": {
+          "name": "message_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "workflow_state": {
+          "name": "workflow_state",
+          "type": "json",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "workflow_checkpoints_user_id_idx": {
+          "name": "workflow_checkpoints_user_id_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workflow_checkpoints_workflow_id_idx": {
+          "name": "workflow_checkpoints_workflow_id_idx",
+          "columns": [
+            {
+              "expression": "workflow_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workflow_checkpoints_chat_id_idx": {
+          "name": "workflow_checkpoints_chat_id_idx",
+          "columns": [
+            {
+              "expression": "chat_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workflow_checkpoints_message_id_idx": {
+          "name": "workflow_checkpoints_message_id_idx",
+          "columns": [
+            {
+              "expression": "message_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workflow_checkpoints_user_workflow_idx": {
+          "name": "workflow_checkpoints_user_workflow_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "workflow_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workflow_checkpoints_workflow_chat_idx": {
+          "name": "workflow_checkpoints_workflow_chat_idx",
+          "columns": [
+            {
+              "expression": "workflow_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "chat_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workflow_checkpoints_created_at_idx": {
+          "name": "workflow_checkpoints_created_at_idx",
+          "columns": [
+            {
+              "expression": "created_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workflow_checkpoints_chat_created_at_idx": {
+          "name": "workflow_checkpoints_chat_created_at_idx",
+          "columns": [
+            {
+              "expression": "chat_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "created_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "workflow_checkpoints_user_id_user_id_fk": {
+          "name": "workflow_checkpoints_user_id_user_id_fk",
+          "tableFrom": "workflow_checkpoints",
+          "tableTo": "user",
+          "columnsFrom": ["user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "workflow_checkpoints_workflow_id_workflow_id_fk": {
+          "name": "workflow_checkpoints_workflow_id_workflow_id_fk",
+          "tableFrom": "workflow_checkpoints",
+          "tableTo": "workflow",
+          "columnsFrom": ["workflow_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "workflow_checkpoints_chat_id_copilot_chats_id_fk": {
+          "name": "workflow_checkpoints_chat_id_copilot_chats_id_fk",
+          "tableFrom": "workflow_checkpoints",
+          "tableTo": "copilot_chats",
+          "columnsFrom": ["chat_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.workflow_deployment_version": {
+      "name": "workflow_deployment_version",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "workflow_id": {
+          "name": "workflow_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "version": {
+          "name": "version",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "name": {
+          "name": "name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "description": {
+          "name": "description",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "state": {
+          "name": "state",
+          "type": "json",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "is_active": {
+          "name": "is_active",
+          "type": "boolean",
+          "primaryKey": false,
+          "notNull": true,
+          "default": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "created_by": {
+          "name": "created_by",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        }
+      },
+      "indexes": {
+        "workflow_deployment_version_workflow_version_unique": {
+          "name": "workflow_deployment_version_workflow_version_unique",
+          "columns": [
+            {
+              "expression": "workflow_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "version",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
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+          "default": "now()"
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+          "method": "btree",
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+              "nulls": "last"
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+        },
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+              "isExpression": false,
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+          "onUpdate": "no action"
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+      "isRLSEnabled": false
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+          "default": "now()"
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+          "where": "\"workflow_mcp_server\".\"deleted_at\" IS NOT NULL",
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+          "onUpdate": "no action"
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+        "workflow_mcp_server_created_by_user_id_fk": {
+          "name": "workflow_mcp_server_created_by_user_id_fk",
+          "tableFrom": "workflow_mcp_server",
+          "tableTo": "user",
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+          "columnsTo": ["id"],
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+          "default": "now()"
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+          "default": "now()"
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+      "checkConstraints": {},
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+          "default": "'active'"
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+          "type": "text",
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+          "default": "'workflow'"
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+        },
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+          "name": "workflow_schedule_due_job_idx",
+          "columns": [
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+              "expression": "next_run_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "last_queued_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"workflow_schedule\".\"archived_at\" IS NULL AND \"workflow_schedule\".\"status\" NOT IN ('disabled', 'completed') AND \"workflow_schedule\".\"source_type\" = 'job'",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
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+        "workflow_schedule_workflow_id_workflow_id_fk": {
+          "name": "workflow_schedule_workflow_id_workflow_id_fk",
+          "tableFrom": "workflow_schedule",
+          "tableTo": "workflow",
+          "columnsFrom": ["workflow_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "workflow_schedule_deployment_version_id_workflow_deployment_version_id_fk": {
+          "name": "workflow_schedule_deployment_version_id_workflow_deployment_version_id_fk",
+          "tableFrom": "workflow_schedule",
+          "tableTo": "workflow_deployment_version",
+          "columnsFrom": ["deployment_version_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "workflow_schedule_source_user_id_user_id_fk": {
+          "name": "workflow_schedule_source_user_id_user_id_fk",
+          "tableFrom": "workflow_schedule",
+          "tableTo": "user",
+          "columnsFrom": ["source_user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "workflow_schedule_source_workspace_id_workspace_id_fk": {
+          "name": "workflow_schedule_source_workspace_id_workspace_id_fk",
+          "tableFrom": "workflow_schedule",
+          "tableTo": "workspace",
+          "columnsFrom": ["source_workspace_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
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+      },
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+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.workflow_subflows": {
+      "name": "workflow_subflows",
+      "schema": "",
+      "columns": {
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+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "workflow_id": {
+          "name": "workflow_id",
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+          "primaryKey": false,
+          "notNull": true
+        },
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+          "name": "type",
+          "type": "text",
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+          "notNull": true
+        },
+        "config": {
+          "name": "config",
+          "type": "jsonb",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'{}'"
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+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
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+          "name": "workflow_subflows_workflow_id_idx",
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+              "expression": "workflow_id",
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+              "asc": true,
+              "nulls": "last"
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+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workflow_subflows_workflow_type_idx": {
+          "name": "workflow_subflows_workflow_type_idx",
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+            {
+              "expression": "workflow_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
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+            {
+              "expression": "type",
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+              "asc": true,
+              "nulls": "last"
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+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
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+        }
+      },
+      "foreignKeys": {
+        "workflow_subflows_workflow_id_workflow_id_fk": {
+          "name": "workflow_subflows_workflow_id_workflow_id_fk",
+          "tableFrom": "workflow_subflows",
+          "tableTo": "workflow",
+          "columnsFrom": ["workflow_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
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+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.workspace": {
+      "name": "workspace",
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+      "columns": {
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+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
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+          "primaryKey": false,
+          "notNull": true
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+        "color": {
+          "name": "color",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'#33C482'"
+        },
+        "logo_url": {
+          "name": "logo_url",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "owner_id": {
+          "name": "owner_id",
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+        "organization_id": {
+          "name": "organization_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "workspace_mode": {
+          "name": "workspace_mode",
+          "type": "workspace_mode",
+          "typeSchema": "public",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "'grandfathered_shared'"
+        },
+        "billed_account_user_id": {
+          "name": "billed_account_user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "allow_personal_api_keys": {
+          "name": "allow_personal_api_keys",
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+          "primaryKey": false,
+          "notNull": true,
+          "default": true
+        },
+        "inbox_enabled": {
+          "name": "inbox_enabled",
+          "type": "boolean",
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+          "notNull": true,
+          "default": false
+        },
+        "inbox_address": {
+          "name": "inbox_address",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "inbox_provider_id": {
+          "name": "inbox_provider_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "data_retention_settings": {
+          "name": "data_retention_settings",
+          "type": "json",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "archived_at": {
+          "name": "archived_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "created_at": {
+          "name": "created_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
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+              "nulls": "last"
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+          "concurrently": false,
+          "method": "btree",
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+        "workspace_organization_id_idx": {
+          "name": "workspace_organization_id_idx",
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+              "expression": "organization_id",
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+          "concurrently": false,
+          "method": "btree",
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+        },
+        "workspace_mode_idx": {
+          "name": "workspace_mode_idx",
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+              "expression": "workspace_mode",
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+              "asc": true,
+              "nulls": "last"
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+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
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+        }
+      },
+      "foreignKeys": {
+        "workspace_owner_id_user_id_fk": {
+          "name": "workspace_owner_id_user_id_fk",
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+          "onDelete": "cascade",
+          "onUpdate": "no action"
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+        "workspace_organization_id_organization_id_fk": {
+          "name": "workspace_organization_id_organization_id_fk",
+          "tableFrom": "workspace",
+          "tableTo": "organization",
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+          "columnsTo": ["id"],
+          "onDelete": "set null",
+          "onUpdate": "no action"
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+        "workspace_billed_account_user_id_user_id_fk": {
+          "name": "workspace_billed_account_user_id_user_id_fk",
+          "tableFrom": "workspace",
+          "tableTo": "user",
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+          "columnsTo": ["id"],
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+      "isRLSEnabled": false
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+      "name": "workspace_byok_keys",
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+          "name": "provider_id",
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+        "encrypted_api_key": {
+          "name": "encrypted_api_key",
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+          "notNull": true
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+          "name": "name",
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+          "name": "created_by",
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+          "name": "created_at",
+          "type": "timestamp",
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+          "default": "now()"
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+          "default": "now()"
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+              "nulls": "last"
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+          "name": "workspace_byok_keys_created_by_user_id_fk",
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+          "tableTo": "user",
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+          "default": "'{}'"
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+          "default": "now()"
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+          "name": "id",
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+          "name": "uploaded_at",
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+          "default": "now()"
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+          "default": "now()"
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+          "default": "now()"
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+              "nulls": "last"
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+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workspace_file_folders_deleted_at_idx": {
+          "name": "workspace_file_folders_deleted_at_idx",
+          "columns": [
+            {
+              "expression": "deleted_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workspace_file_folders_workspace_deleted_partial_idx": {
+          "name": "workspace_file_folders_workspace_deleted_partial_idx",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "deleted_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"workspace_file_folders\".\"deleted_at\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workspace_file_folders_workspace_parent_name_active_unique": {
+          "name": "workspace_file_folders_workspace_parent_name_active_unique",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "coalesce(\"parent_id\", '')",
+              "asc": true,
+              "isExpression": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "name",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "where": "\"workspace_file_folders\".\"deleted_at\" IS NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "workspace_file_folders_user_id_user_id_fk": {
+          "name": "workspace_file_folders_user_id_user_id_fk",
+          "tableFrom": "workspace_file_folders",
+          "tableTo": "user",
+          "columnsFrom": ["user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "workspace_file_folders_workspace_id_workspace_id_fk": {
+          "name": "workspace_file_folders_workspace_id_workspace_id_fk",
+          "tableFrom": "workspace_file_folders",
+          "tableTo": "workspace",
+          "columnsFrom": ["workspace_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "workspace_file_folders_parent_id_workspace_file_folders_id_fk": {
+          "name": "workspace_file_folders_parent_id_workspace_file_folders_id_fk",
+          "tableFrom": "workspace_file_folders",
+          "tableTo": "workspace_file_folders",
+          "columnsFrom": ["parent_id"],
+          "columnsTo": ["id"],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    },
+    "public.workspace_files": {
+      "name": "workspace_files",
+      "schema": "",
+      "columns": {
+        "id": {
+          "name": "id",
+          "type": "text",
+          "primaryKey": true,
+          "notNull": true
+        },
+        "key": {
+          "name": "key",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "user_id": {
+          "name": "user_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "workspace_id": {
+          "name": "workspace_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "folder_id": {
+          "name": "folder_id",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "context": {
+          "name": "context",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "chat_id": {
+          "name": "chat_id",
+          "type": "uuid",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "original_name": {
+          "name": "original_name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "display_name": {
+          "name": "display_name",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "content_type": {
+          "name": "content_type",
+          "type": "text",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "size": {
+          "name": "size",
+          "type": "integer",
+          "primaryKey": false,
+          "notNull": true
+        },
+        "deleted_at": {
+          "name": "deleted_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": false
+        },
+        "uploaded_at": {
+          "name": "uploaded_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        },
+        "updated_at": {
+          "name": "updated_at",
+          "type": "timestamp",
+          "primaryKey": false,
+          "notNull": true,
+          "default": "now()"
+        }
+      },
+      "indexes": {
+        "workspace_files_key_active_unique": {
+          "name": "workspace_files_key_active_unique",
+          "columns": [
+            {
+              "expression": "key",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "where": "\"workspace_files\".\"deleted_at\" IS NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workspace_files_workspace_folder_name_active_unique": {
+          "name": "workspace_files_workspace_folder_name_active_unique",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "coalesce(\"folder_id\", '')",
+              "asc": true,
+              "isExpression": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "original_name",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "where": "\"workspace_files\".\"deleted_at\" IS NULL AND \"workspace_files\".\"context\" = 'workspace' AND \"workspace_files\".\"workspace_id\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workspace_files_chat_display_name_unique": {
+          "name": "workspace_files_chat_display_name_unique",
+          "columns": [
+            {
+              "expression": "chat_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "display_name",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": true,
+          "where": "\"workspace_files\".\"context\" = 'mothership' AND \"workspace_files\".\"chat_id\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workspace_files_key_idx": {
+          "name": "workspace_files_key_idx",
+          "columns": [
+            {
+              "expression": "key",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workspace_files_user_id_idx": {
+          "name": "workspace_files_user_id_idx",
+          "columns": [
+            {
+              "expression": "user_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workspace_files_workspace_id_idx": {
+          "name": "workspace_files_workspace_id_idx",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workspace_files_folder_id_idx": {
+          "name": "workspace_files_folder_id_idx",
+          "columns": [
+            {
+              "expression": "folder_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workspace_files_context_idx": {
+          "name": "workspace_files_context_idx",
+          "columns": [
+            {
+              "expression": "context",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workspace_files_chat_id_idx": {
+          "name": "workspace_files_chat_id_idx",
+          "columns": [
+            {
+              "expression": "chat_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workspace_files_deleted_at_idx": {
+          "name": "workspace_files_deleted_at_idx",
+          "columns": [
+            {
+              "expression": "deleted_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        },
+        "workspace_files_workspace_deleted_partial_idx": {
+          "name": "workspace_files_workspace_deleted_partial_idx",
+          "columns": [
+            {
+              "expression": "workspace_id",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            },
+            {
+              "expression": "deleted_at",
+              "isExpression": false,
+              "asc": true,
+              "nulls": "last"
+            }
+          ],
+          "isUnique": false,
+          "where": "\"workspace_files\".\"deleted_at\" IS NOT NULL",
+          "concurrently": false,
+          "method": "btree",
+          "with": {}
+        }
+      },
+      "foreignKeys": {
+        "workspace_files_user_id_user_id_fk": {
+          "name": "workspace_files_user_id_user_id_fk",
+          "tableFrom": "workspace_files",
+          "tableTo": "user",
+          "columnsFrom": ["user_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "workspace_files_workspace_id_workspace_id_fk": {
+          "name": "workspace_files_workspace_id_workspace_id_fk",
+          "tableFrom": "workspace_files",
+          "tableTo": "workspace",
+          "columnsFrom": ["workspace_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        },
+        "workspace_files_folder_id_workspace_file_folders_id_fk": {
+          "name": "workspace_files_folder_id_workspace_file_folders_id_fk",
+          "tableFrom": "workspace_files",
+          "tableTo": "workspace_file_folders",
+          "columnsFrom": ["folder_id"],
+          "columnsTo": ["id"],
+          "onDelete": "set null",
+          "onUpdate": "no action"
+        },
+        "workspace_files_chat_id_copilot_chats_id_fk": {
+          "name": "workspace_files_chat_id_copilot_chats_id_fk",
+          "tableFrom": "workspace_files",
+          "tableTo": "copilot_chats",
+          "columnsFrom": ["chat_id"],
+          "columnsTo": ["id"],
+          "onDelete": "cascade",
+          "onUpdate": "no action"
+        }
+      },
+      "compositePrimaryKeys": {},
+      "uniqueConstraints": {},
+      "policies": {},
+      "checkConstraints": {},
+      "isRLSEnabled": false
+    }
+  },
+  "enums": {
+    "public.a2a_task_status": {
+      "name": "a2a_task_status",
+      "schema": "public",
+      "values": [
+        "submitted",
+        "working",
+        "input-required",
+        "completed",
+        "failed",
+        "canceled",
+        "rejected",
+        "auth-required",
+        "unknown"
+      ]
+    },
+    "public.academy_cert_status": {
+      "name": "academy_cert_status",
+      "schema": "public",
+      "values": ["active", "revoked", "expired"]
+    },
+    "public.billing_blocked_reason": {
+      "name": "billing_blocked_reason",
+      "schema": "public",
+      "values": ["payment_failed", "dispute"]
+    },
+    "public.billing_entity_type": {
+      "name": "billing_entity_type",
+      "schema": "public",
+      "values": ["user", "organization"]
+    },
+    "public.chat_type": {
+      "name": "chat_type",
+      "schema": "public",
+      "values": ["mothership", "copilot"]
+    },
+    "public.copilot_async_tool_status": {
+      "name": "copilot_async_tool_status",
+      "schema": "public",
+      "values": ["pending", "running", "completed", "failed", "cancelled", "delivered"]
+    },
+    "public.copilot_run_status": {
+      "name": "copilot_run_status",
+      "schema": "public",
+      "values": ["active", "paused_waiting_for_tool", "resuming", "complete", "error", "cancelled"]
+    },
+    "public.credential_member_role": {
+      "name": "credential_member_role",
+      "schema": "public",
+      "values": ["admin", "member"]
+    },
+    "public.credential_member_status": {
+      "name": "credential_member_status",
+      "schema": "public",
+      "values": ["active", "pending", "revoked"]
+    },
+    "public.credential_set_invitation_status": {
+      "name": "credential_set_invitation_status",
+      "schema": "public",
+      "values": ["pending", "accepted", "expired", "cancelled"]
+    },
+    "public.credential_set_member_status": {
+      "name": "credential_set_member_status",
+      "schema": "public",
+      "values": ["active", "pending", "revoked"]
+    },
+    "public.credential_type": {
+      "name": "credential_type",
+      "schema": "public",
+      "values": ["oauth", "env_workspace", "env_personal", "service_account"]
+    },
+    "public.data_drain_cadence": {
+      "name": "data_drain_cadence",
+      "schema": "public",
+      "values": ["hourly", "daily"]
+    },
+    "public.data_drain_destination": {
+      "name": "data_drain_destination",
+      "schema": "public",
+      "values": ["s3", "gcs", "azure_blob", "datadog", "bigquery", "snowflake", "webhook"]
+    },
+    "public.data_drain_run_status": {
+      "name": "data_drain_run_status",
+      "schema": "public",
+      "values": ["running", "success", "failed"]
+    },
+    "public.data_drain_run_trigger": {
+      "name": "data_drain_run_trigger",
+      "schema": "public",
+      "values": ["cron", "manual"]
+    },
+    "public.data_drain_source": {
+      "name": "data_drain_source",
+      "schema": "public",
+      "values": ["workflow_logs", "job_logs", "audit_logs", "copilot_chats", "copilot_runs"]
+    },
+    "public.execution_large_value_reference_source": {
+      "name": "execution_large_value_reference_source",
+      "schema": "public",
+      "values": ["execution_log", "paused_snapshot"]
+    },
+    "public.invitation_kind": {
+      "name": "invitation_kind",
+      "schema": "public",
+      "values": ["organization", "workspace"]
+    },
+    "public.invitation_membership_intent": {
+      "name": "invitation_membership_intent",
+      "schema": "public",
+      "values": ["internal", "external"]
+    },
+    "public.invitation_status": {
+      "name": "invitation_status",
+      "schema": "public",
+      "values": ["pending", "accepted", "rejected", "cancelled", "expired"]
+    },
+    "public.permission_type": {
+      "name": "permission_type",
+      "schema": "public",
+      "values": ["admin", "write", "read"]
+    },
+    "public.usage_log_category": {
+      "name": "usage_log_category",
+      "schema": "public",
+      "values": ["model", "fixed", "tool"]
+    },
+    "public.usage_log_source": {
+      "name": "usage_log_source",
+      "schema": "public",
+      "values": [
+        "workflow",
+        "wand",
+        "copilot",
+        "workspace-chat",
+        "mcp_copilot",
+        "mothership_block",
+        "knowledge-base",
+        "voice-input",
+        "enrichment"
+      ]
+    },
+    "public.workspace_mode": {
+      "name": "workspace_mode",
+      "schema": "public",
+      "values": ["personal", "organization", "grandfathered_shared"]
+    }
+  },
+  "schemas": {},
+  "sequences": {},
+  "roles": {},
+  "policies": {},
+  "views": {},
+  "_meta": {
+    "columns": {},
+    "schemas": {},
+    "tables": {}
+  }
+}
diff --git a/packages/db/migrations/meta/_journal.json b/packages/db/migrations/meta/_journal.json
index 769b282f8b4..61576b0a9cd 100644
--- a/packages/db/migrations/meta/_journal.json
+++ b/packages/db/migrations/meta/_journal.json
@@ -1695,6 +1695,13 @@
       "when": 1781818772450,
       "tag": "0242_public_share",
       "breakpoints": true
+    },
+    {
+      "idx": 243,
+      "version": "7",
+      "when": 1781836685588,
+      "tag": "0243_data_retention_pii_redaction_and_workspace_override",
+      "breakpoints": true
     }
   ]
 }
diff --git a/packages/db/schema.ts b/packages/db/schema.ts
index 54366a6a024..897a112d6ee 100644
--- a/packages/db/schema.ts
+++ b/packages/db/schema.ts
@@ -1063,6 +1063,39 @@ export const chat = pgTable(
   }
 )
 
+/**
+ * A single PII redaction rule. Lives in the org-level
+ * {@link DataRetentionSettings.piiRedaction} rules list. A workflow log is
+ * redacted on persist if any rule targets its workspace; the applicable rules'
+ * entity types are unioned (an empty `entityTypes` means "redact all").
+ */
+export interface PiiRedactionRule {
+  id: string
+  name?: string
+  /** Presidio entity types to mask. Empty = redact all detected PII. */
+  entityTypes: string[]
+  /** When true the rule covers every workspace in the org. */
+  appliesToAllWorkspaces: boolean
+  /** Targeted workspace ids when `appliesToAllWorkspaces` is false. */
+  workspaceIds: string[]
+}
+
+/**
+ * Data retention + governance settings. Retention-hours live on both
+ * `organization` (default) and `workspace` (optional override, resolved
+ * `workspace ?? organization ?? plan defaults`). `piiRedaction.rules` are
+ * org-scoped; each rule selects which workspaces it applies to.
+ */
+export interface DataRetentionSettings {
+  logRetentionHours?: number | null
+  softDeleteRetentionHours?: number | null
+  taskCleanupHours?: number | null
+  /** Enterprise PII redaction rules applied to workflow logs on persist. */
+  piiRedaction?: {
+    rules?: PiiRedactionRule[]
+  } | null
+}
+
 export const organization = pgTable('organization', {
   id: text('id').primaryKey(),
   name: text('name').notNull(),
@@ -1082,11 +1115,7 @@ export const organization = pgTable('organization', {
     privacyUrl?: string
     hidePoweredBySim?: boolean
   }>(),
-  dataRetentionSettings: json('data_retention_settings').$type<{
-    logRetentionHours?: number | null
-    softDeleteRetentionHours?: number | null
-    taskCleanupHours?: number | null
-  }>(),
+  dataRetentionSettings: json('data_retention_settings').$type<DataRetentionSettings>(),
   orgUsageLimit: decimal('org_usage_limit'),
   /**
    * Storage upload/delete hot-path tracker for org-scoped plans.
@@ -1245,6 +1274,8 @@ export const workspace = pgTable(
     inboxEnabled: boolean('inbox_enabled').notNull().default(false),
     inboxAddress: text('inbox_address'),
     inboxProviderId: text('inbox_provider_id'),
+    /** Per-workspace override of the org-level data retention settings. */
+    dataRetentionSettings: json('data_retention_settings').$type<DataRetentionSettings>(),
     archivedAt: timestamp('archived_at'),
     createdAt: timestamp('created_at').notNull().defaultNow(),
     updatedAt: timestamp('updated_at').notNull().defaultNow(),
diff --git a/scripts/check-api-validation-contracts.ts b/scripts/check-api-validation-contracts.ts
index 8ee955cda1c..b294838bac0 100644
--- a/scripts/check-api-validation-contracts.ts
+++ b/scripts/check-api-validation-contracts.ts
@@ -9,8 +9,8 @@ const QUERY_HOOKS_DIR = path.join(ROOT, 'apps/sim/hooks/queries')
 const SELECTOR_HOOKS_DIR = path.join(ROOT, 'apps/sim/hooks/selectors')
 
 const BASELINE = {
-  totalRoutes: 856,
-  zodRoutes: 856,
+  totalRoutes: 857,
+  zodRoutes: 857,
   nonZodRoutes: 0,
 } as const