styxx 7.48.0

T1Covered by 1 source · first reported by PyPI / crates.io / RubyGems / Go index / NuGet at 25 Sept, 18:39 UTC

Cognitive observability for LLM agents. @styxx.profile returns a per-step cognometric readout: drift, confabulation, refusal, sycophancy, phase transition, low trust, incoherence. Calibrated AUC: 0.998 hallucination (HaluEval-QA), 0.976 refusal (XSTest-GPT-4), 0.943 tool-call drift (BFCL v3)…