🏛️ Deterministic rejection layer for computational legal claims. Verifies dates, amounts, and structured constraints; blocks unproven legal outputs.

Deterministic MCP Security Architecture. FrozenNamespace as Root of Trust for Model Context Protocol tool verification

Deterministic validation firewall that verifies AI-generated proposals against ground-truth state using immutable rules. Zero dependencies. Patent pending.

Deterministic local proof harness for verifying AI agent recommendation claims against source-of-truth fixtures, with append-only outcome logs.

Catches unsafe database migrations before they hit production. Deterministic. No LLM in the check path.

Validate LLM outputs with deterministic rules to block bad AI proposals before they reach production.

Zero-Trust Adversarial Reasoning Engine. Execution-only judge that catches LLM specification gaming. M-Form deterministic governance for recursive AI.

Verify any agent output before it is trusted, paid for, or acted on. A universal SAR verification pattern for AI agent workflows.

Verification for Universal Commerce Protocol (UCP) transactions - Catch AI math errors before payment