Who Audits the Auditors? Building an LLM-as-a-Judge for Agentic Reliability

We’ve built a powerful Forensic Team. They can find books, analyze metadata, and spot discrepancies using MCP. But in the enterprise, 'it seems to work' isn't a metric. If an agent misidentifies a $50,000 first edition, the liability is real. Today, we move from Subjective Trust to Quantitative Reliability. We are building The Judge—a high-reasoning evaluator that audits our Forensic Team against a 'Golden Dataset' of ground-truth facts. Before you Begin Prerequisites: You should have an exi...