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A deterministic verification layer for AI systems. QWED verifies AI outputs using mathematics, symbolic reasoning, and formal methods (Z3, SMT, SymPy), creating an auditable trust boundary for agentic AI. Not generation. Verification.
Deterministic validation firewall that verifies AI-generated proposals against ground-truth state using immutable rules. Zero dependencies. Patent pending.
A zero-dependency trust layer for an unattended coding agent: boundary guards plus a verifier that mechanically decides \done\ (re-runs the suite, checks count vs baseline, greps the diff onto the live path, proves red-then-green) and a Stop gate that won't end a session without a fresh PASS. Ships a 50-case adversarial eval.
Structured prompts and verifiable execution for Claude Code agents. The Danilov method: INDEX/DEFINITIONS/RELATIONS prompts, one-hot DanilovGoal tracking with an HMAC-signed trace and a deterministic verdict, plus token-efficient .vascend memory. Zero dependencies.