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bounded-autonomy

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VictorVVedtion / ouro-loop

Star 17

Give AI coding agents (Claude Code, Cursor, Aider, Codex) a structured autonomous loop with guardrails — boundaries, 5 verification gates, 3-layer self-reflection, and autonomous remediation. pip install ouro-loop. Zero dependencies.

python cursor codex ai-safety agent-framework ai-agent pip-installable aider llm-agent ai-guardrails claude-code ai-coding-agent autonomous-coding claude-code-hooks autonomous-remediation self-healing-agent bounded-autonomy autoresearch verification-gates reflective-logging
  • Updated Mar 16, 2026
  • Python

azar-management-consulting / occp-core

Star 1

OCCP — OpenCloud Control Plane: Governance-first AI agent orchestration with Verified Autonomy Pipeline. Policy-gated, audit-logged, kill-switch protected. 14 MCP tools, 8 specialist agents, Telegram integration.

python wordpress-api telegram-bot mcp multi-agent control-plane kill-switch audit-trail policy-as-code fastapi ai-agent ai-governance enterprise-ai ai-orchestration model-context-protocol self-improving-ai agent-safety openclaw bounded-autonomy verified-autonomy
  • Updated May 19, 2026
  • Python

ejochims / deductions-agent-cma

Star 0

Proof of concept: a CPG trade-promotion deductions agent that adjudicates retailer claims with bounded autonomy — drafting (never executing) approve/deny/partial/escalate decisions with cited evidence, backed by an eval harness (ground-truth fixtures, graders, LLM judge, calibration gates) rigorous enough to trust on money.

proof-of-concept ai-agents claude cpg anthropic llm-agent llm-as-judge agent-evaluation bounded-autonomy trade-promotion-management
  • Updated Jul 7, 2026
  • Python

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