WFGY 3.0 · Tension Universe (BlackHole‑131). | AI Tool Directory
WFGY 3.0 · Tension Universe (BlackHole‑131).

WFGY 3.0 · Tension Universe (BlackHole‑131).

Audit‑ready semantic engine for LLM systems, delivered as plain‑text experiments and a 131‑problem failure map.

WFGY 3.0 is a cross‑domain framework for debugging and stress‑testing LLM systems. It ships as verifiable TXT packs and a ProblemMap covering 131 failure patterns—RAG hallucination, OCR→LLM drift, long‑chain reasoning collapse, entropy freeze, and deployment deadlocks. Engineers can plug WFGY into any model and reproduce the experiments with SHA‑256 verification and AI‑audited results. The project is MIT‑licensed, fully transparent, and already used in real bug‑fix case studies.

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