Why no AI company can verify its own outputs(what i built instead)

shakir — Wed, 03 Jun 2026 12:16:15 +0000

Every major AI lab claims to be working on "self-verification."
The problem: you cannot use the same model to verify itself.
It shares the same training data, blind spots, and hallucination patterns.

MuSAW is the independent truth layer. It works on any model — Claude, GPT,
Perplexity, Gemini — with zero changes. Three layers:

Claim Extraction — parses text into atomic verifiable statements
5-Dimension Verification — consistency, numeric sanity, attribution, time, patterns
Evidence Retrieval — looks up real papers via CrossRef by DOI, journal name

npm install @shakircm/musaw

MIT license, zero dependencies, works on everything.

DEV Community: shakir

Why no AI company can verify its own outputs(what i built instead)