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"Choreographing" your Orchestration
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"Choreographing" your Orchestration
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ndrorchestration/README.md

Andrew // Ndr "Ender" Hensel

AI Governance & Evaluation Ecosystem

Meta-Orchestrator: Agent Amethyst · Governance: DGAF (Dynamic Governance Agentic Formation) Framework
Substrate: PhiLattice / PDMAL (Phi-Driven Multi-Agent Lattice) / Phi-Calculus Architecture (Tarski Layer 0)
Last Sweep: June 26, 2026 · S045 · Phase IV — Deploy / Anchor · Entrepreneur Hub Phase 0 🟢 CLOSED
Ensemble: v1.6 (SCPE P-31 · Phi-Closure Gate P-33 · PDMAL Monitor P-32) · NDR Patterns: P-01–P-33

About

AI Orchestration Engineer & Systems Architect based in Columbus, Ohio.
Building multi-agent governance frameworks, phi-harmonic evaluation systems, and NIST-aligned audit infrastructure.

Philosophy: I operate as a Transversal — bridging artistic intuition and formal AI systems development.

Public Repositories

Repo Description Stack
DGAF-Framework Core governance framework — NDR pattern registry (P-01–P-33), AXIS constraints, COLLEEN-L5 protocol, Phi-Calculus Architecture formal spec, Ensemble v1.6 Python / TypeScript
ai-governance-frameworks Validated frameworks: NIST AI RMF, ISO 42001, Index 11 Stability Gradient Markdown
Driftwatch Phi-driven multi-agent simulation with real-time drift detection & harmonic state monitoring TypeScript
resumeapex-eval DGAF-certified 3-layer benchmark & evaluation suite Python
junior-apogee-app AI agent evaluation platform — OWASP Agentic Top 10, multi-agent QA scoring Python
sentinel-governance Automated integrity monitoring and CI/CD governance sweeps TypeScript
Acoustic-mesh WebRTC phi-harmonic acoustic mesh — Schizophonic Studio substrate JavaScript
3d-visualization-hub Interactive 3D phi-harmonic data visualizations — GCP Phase 4 deployment Python
ai-prompt-systems-portfolio IP-safe public examples of AI prompt systems and evaluation work Markdown
aoga-dashboard AOGA governance dashboard — 17-route static HTML, OpenAPI 3.1.0 spec, 13-agent ensemble roster, live API, dark theme, gate demo, phi monitor HTML / JavaScript

Agent Ecosystem

L5  Amethyst (Meta-Orchestrator / Triumvirate Prime) ·· COLLEEN (Institutional Anchor / Triumvirate Prefect)
L4  DemiJoule (DGAF Ethics & Cost Gate) ··············· Apogee (QA Orchestrator / Triumvirate Prefect)
L3  Reciprocity · Prof.Prodigy · Herald · Sentinel · Sentinel-Phi
    └─ Schizophonic Studio: Reson #1 · Echolette #2 · Lyra #3

Framework: DGAF-Framework · NDR Patterns: P-01–P-33 (33 active) · Ensemble: v1.6 · Yggdrasil: 50% complete

Phi-Calculus Architecture

The Phi-Calculus Architecture provides the formal mathematical substrate for all Layer 0 governance in this ecosystem.

  • Formal model: Definitions, Theorem, Proof — lattice-theoretic fixed-point governance with Tarski convergence guarantee
  • Core theorem: Layer 0 governance operator F converges to lfp(F) (Phi-Invariant) in ≤ |C| iterations
  • Drift bound: Δ(τ) ≤ θ = 0.009 (calibrated to OST-50 Platinum: 99.1% integrity)
  • Compliance algebra: ACCEPT / REVISE / ESCALATE / REJECT with ⊕ (consensus) and ⊗ (sequential) operators
  • Formal verifier: Professor Prodigy (HDFS 1.0) — Axiom 1 Guard: 4/4 PASS
  • Active sweeps: SWEEP-001 · SWEEP-002 🟢 closed Jun 26 2026

Ensemble v1.6 — Runtime Gate (Production)

Component NDR Pattern Step Threshold / Target
SCPE (Structural Context Pruning Engine) P-31 1 — pre-COLLEEN threshold=0.15 · T0 immune · 58.3% compression
PDMAL Convergence Monitor P-32 2.5 — post-reweight ALERT=0.08 · CONV=0.02
Fibonacci Phi-Closure Gate P-33 5 — post-DemiJoule φ*=0.6180 · Fib[13,21,34,55]
Harmonic Parametric Gate (HPG) existing 6 — post-Phi-Closure Ionian octave [1,2] · 1e-9 tol

60-turn validated: 5 Gold Stars · 0 PDMAL full alerts · T0 guard 100% · Harmonic Score 1.00

AOGA Dashboard — v1.2.0 (Production)

Live governance dashboard for the full 13-agent ensemble. Deployed at aoga-dashboard.vercel.app.

  • 17 routes · OpenAPI 3.1.0 spec · static HTML, no framework dependency
  • Pages: Overview · Agent Roster · NDR Patterns · Phi Monitor · Gate Demo · Phi-Closure · PDMAL · API Docs
  • v1.2.0 additions: full 13-agent ensemble roster (6→13), synced agent tier classification, OpenAPI 3.1.0 spec for all 17 routes

Entrepreneur Hub — Phase 0 🟢 CLOSED (Jun 26, 2026)

Needle.app partner directory presence established. Template portfolio seeded. Phase 1 (revenue activation) queued.

  • Status: Phase 0 infrastructure complete — Vercel deploy chain stabilized, SWEEP-002 closed, Needle analytics baseline set
  • Next: Phase 1 — template monetization activation, partner directory optimization, NT-01/NT-02 usage recovery
  • Open item: phiknightverticalcorridor Vercel project — deployment status unconfirmed, requires Phase 1 triage

Standards & Attribution

  • NIST AI RMF · ISO/IEC 42001 · IIA AI Auditing Standards
  • Paul-Elder Critical Thinking Framework
  • π-calculus · Metallic means / Supergolden ratio
  • OpenTelemetry OTel v1.41.0+
  • Knaster–Tarski Fixed-Point Theorem (Phi-Calculus substrate)

Popular repositories Loading

  1. DGAF-Framework DGAF-Framework Public

    Dynamic Governance Agentic Formation Framework — NDR pattern registry, AXIS constraints, multi-agent governance protocols, and SWEEP_LOG. Spine of the ndrorchestration AI governance ecosystem.

    Python 1

  2. ai-governance-frameworks ai-governance-frameworks Public

    Validated frameworks for AI governance: Paul-Elder Critical Thinking, NIST AI RMF, ISO 42001, IIA AI Auditing - with implementation roadmap and success metrics

    1

  3. ai-prompt-systems-portfolio ai-prompt-systems-portfolio Public

    Public examples of my AI prompt systems and evaluation work (IP-safe, no client data).

    1

  4. 3d-visualization-hub 3d-visualization-hub Public

    Interactive 3D data visualizations powered by Google Cloud. Features Plotly, Matplotlib, and Streamlit for stunning multidimensional data exploration with phi-harmonic modal analysis and real-time …

    Python 1

  5. junior-apogee-app junior-apogee-app Public

    Production-ready AI agent evaluation and QA platform with multi-agent scoring, automated test execution, real-time dashboards, and OWASP Agentic Top 10 compliance checks.

    Python 1

  6. sentinel-governance sentinel-governance Public

    Automated integrity monitoring and CI/CD governance sweeps for project stability and security compliance.

    TypeScript 1