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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. Building a production LLM Judge: lessons from the enterprise audit engine

    A developer details the creation of an LLM Judge, a separate AI component designed to verify the compliance of an agent's output against policy files. This Judge operates independently of the main agent's context to prevent inherited biases, ensuring it can catch errors like incorrect rule application. The system integrates this Judge into a LangGraph state machine, where its pass/fail status determines the next steps, ultimately requiring human approval before any actions are executed. AI

    Building a production LLM Judge: lessons from the enterprise audit engine

    IMPACT This independent verification layer can improve the reliability of AI agents in compliance-critical applications.