Blinders

Autonomous AI agents operate without formal guardrails - nothing prevents them from taking unsafe or unconstrained actions in real-world scenarios.

Build a governance layer that verifies every agent action against formal constitutional rules before it executes.

Combined LLM intent parsing (Gemini) with formal symbolic verification via a MeTTa AtomSpace. Every agent action is parsed for intent, then checked against constitutional rules - budget integrity, role-based access, squad constraints - before it's allowed to execute. The symbolic layer catches violations the LLM alone would miss.