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kadubon / cimt-kernel

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Reference Python kernel for CIMT: no-meta, observable-only certification machinery for affordance-compiled LLM-integrated systems.

python json-schema formal-methods certification reproducibility reference-implementation receipts schema-first research-software llm-evaluation llm-agents llm-systems observable-only no-meta evidence-ledger affordance-compiled-intelligence cognitive-impedance target-firewall debt-calculus
  • Updated May 11, 2026
  • Python

kadubon / oasg

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Local-first, model-agnostic workflow optimizer for long-running AI agents: observable JSONL ledgers, deterministic reducers, no-meta gates, and receipt-backed self-improvement without LLM judges or model-weight updates.

python verification workflow-automation autonomous-agents ai-agents jsonl model-agnostic ollama workflow-optimization agent-memory agent-evaluation agent-workflows deterministic-replay long-running-agents no-meta self-improving-agents
  • Updated May 11, 2026
  • Python

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