Axiom Core is a deterministic safety harness engineered to give autonomous AI agents hard logic boundaries. By anchoring model outputs to verifiable state rules, Axiom stops non-deterministic drift, eliminates execution-layer hallucinations, and enforces common-sense safety invariants in real time.
- Deterministic Boundary Enforcement: Intercepts out-of-bounds state mutations before execution hits production systems.
- Invariant Integrity: Replaces speculative LLM reasoning with hard mathematical and logical constraints.
- Isolated State Context: Traps ambiguous or unsafe agent decisions and automatically triggers deterministic fallback protocols.
Clone the repository and execute the verification suite locally:
git clone [https://github.com/schalkley94-debug/s.chalkley.git](https://github.com/schalkley94-debug/s.chalkley.git)
cd s.chalkley
# Execute the minimal working example
python mwe.py
# Run the deterministic test suite
pytest tests/ -v