Building an independent deterministic verification layer for AI claims
MuhammadMujtaba21 · reddit · 2026-08-29
The author is building a deterministic verification engine, independent of the LLM, to audit AI-generated financial claims. The architecture includes claim normalization, evidence gathering, contradiction analysis, and deterministic verification. Initial tests show 66/66 structured claims passed, but only 19/66 live GPT-5.1-generated claims passed end-to-end, identifying the translation layer between probabilistic language and formal representation as the primary bottleneck. The author is seeking collaborators in formal verification, trustworthy AI, and marketing, treating trust as an emergent output of the verification process.
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