3 projects
fie-sdk
Failure Intelligence Engine — adversarial detection + hallucination monitoring for LLMs. PAIR v6 domain-balanced classifier (4.3x lower out-of-distribution benign FPR vs v5: medical 71%->0%), 12-layer parallel pipeline, XGBoost meta-classifier, scan_prompt_async(), LayerEvidence schema, copyright detection, multilingual 14/14 recall. Works fully offline or with a server.
reqfence
An agent regression firewall: replay saved agent traces and flag regressions by checking requirements, not text diffs. PASS / FAIL / UNCERTAIN.
ariadx
ARIA — diagnose why AI agents fail. Failure taxonomy, requirement-aware evaluation, factual grounding, and trace diagnosis for LLM agents.
