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Deterministic memory and governance for developers and AI agents.

Project description

memory-share-kit

Deterministic memory and governance for AI agents.

Install

pip install memory-share-kit

Requires Python 3.14.x only.

Quick Start

kit init

kit learn --tag invariant --content "Auth MUST use JWT only."

kit-agent ask "Can I use session cookies?"

Expected: DECISION: BLOCK

Core Commands

  • kit learn # store facts / invariants
  • kit recall # retrieve memory
  • kit doctor # system status
  • kit-agent ask # run agent with memory

Principles

  • Deterministic memory (SQLite, append-only)
  • Same input → same decision
  • Invariants override everything
  • No dynamic data in long-term memory

Notes

  • Use kit-agent for runtime / dynamic context
  • kit learn is for stable facts only
  • Designed for CLI, scripts, and CI

License

MIT

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