fathom-lab/styxx
Cognitive observability for LLM agents - read a model from the inside. Catches when it lies, drifts, or stops meaning what it says, then undoes it in the loop. 9 cognometric instruments + a meaning-integrity monitor + self-healing reflex. Pure-Python, MIT, no LLM. nothing crosses unseen.
GitHub repository with 11 stars and 1 forks.
Language: Python
Topics: ai-safety, cognometry, guardrails, hallucination-detection, interpretability, llm, llm-safety, mit-license, observability, python