A disciplined methodology for AI-assisted software development. Covers architectural constraints, validation hooks, session governance, and PAG (Pattern Abstract Grammar) for structured AI collaboration. Copy claude-setup/ into your project to start.

企业级 AI 资源纳管平台，提供统一 AI网关，纳管 OpenAI、Azure、Claude、DeepSeek 等主流模型，并支持 MCP 工具与 Skill 的集中注册分发。具备内外双轨定价、成本归因、统一身份认证、安全审计与效能报表，帮助企业精准控制成本、量化 ROI，高效治理 AI 资产。

Four Tests Standard (4TS) - Vendor-neutral specification for verifiable AI governance

Guardrails watch what AI says. REMORA governs what AI does. A pre-execution governance layer for AI agent tool calls: ACCEPT, VERIFY, ABSTAIN, ESCALATE, with policy, evidence, uncertainty, and an auditable DecisionEnvelope. Research-grade, open source.

The open protocol for persistent and verifiable governance of autonomous AI agents. Four-layer substrate: Persistent Context, Dynamic Governance, Deterministic Admissibility, Auditable Ledger. 0.07ms enforcement. Zero LLM inference.

Independent AI Agent Audit Framework - 包青天独立审计框架：穿透式风控体系，监督AI Agent的Skill调用合规性、防AI幻觉、系统性漏洞发现

Sovereign Framework for Constitutional AI Governance — Five-layer architecture (L0-L4), three-cloud runtime, physics-certified contraction, multi-model consensus gate

PyPI-distributable LLM control plane: gateway choke point, cost attribution, OTel instrumentation, and offline reporting as an inspectable engineering artifact.

KYA (Know Your Agents) — Open-source trust, governance, and evidentiary assurance infrastructure for autonomous systems. Built on KYP (Know Your Principal), a unified trust model for human users, AI agents, service accounts, and machine identities.

Every AI agent action proven before it executes. Prolog + Z3 dual-gate, sub-millisecond verdicts, tamper-proof ledger. Apache 2.0.

ZeroShield AI Mesh Firewall is a centralized AI security gateway for governing LLM and RAG traffic with inline prompt injection defense, vector database isolation, multi model routing control, and compliance grade observability.

Runtime approval gates for AI agent tool calls. Intercept payments and emails before execution

ASHE — capability-broker protocol for AI agents. Open spec by Phor for AI agent capability mediation, multi-agent orchestration, and large language model governance. Apache 2.0 with patent grant.

Enterprise-grade governance and policy enforcement for agentic AI systems.

ICL (Imperative Context Language) is an open specification for governed AI agent execution in enterprise systems. It defines the event format for identity propagation, approval gating, rollback, and immutable audit — plus the cognitive trace that turns every deployment into labelled training data.

Customizable AI Acceptable Use Policy and governance framework for US enterprises. MIT licensed. Covers compliance, HR, infosec, and legal.

Large Language Model governance and orchestration using ralph loops

Extending pydantic for flexible use with LLM, DTO, backend, frontend slicing

Knowledge hardening protocol for the AI era. Band-calibrated, real world scenario quizzes (B1–B5) with refinement probes, Dreyfus + IEEE SWECOM + SFIA v9 anchored, and per-band literature scoping. Inverts the LLM into a constrained tutor to facilitate conceptual fluency.