I built a small audit layer for LLM-as-judge decisions
Flags unsupported LLM judge verdicts by tracing claims back to evidence.
Find what your AI agent gets wrong — before you have a rubric. Qualitative eval for PMs.
Qualitative eval workflow for PMs when LangSmith and Arize target ML engineers.
Product managers and ML engineers evaluating AI agents
LangSmith · Arize Phoenix · MLflow
Flags unsupported LLM judge verdicts by tracing claims back to evidence.
Cryptographically signed test evidence for FDA and EU AI Act compliance is genuinely novel.
Structured eval workflow for Claude Code when LangSmith and Braintrust already exist.
Warning labels on retrieved documents actually make attacks five times more successful.
Structurally verifies LLM judge reasoning instead of paying for a second model check.
Flags LLM judge verdicts unsupported by evidence without needing a second model.