Open model accuracy is a harness problem
Open model accuracy is also a systems problem. Hermes Agent narrows tool choices, repairs safe mistakes, preserves context, and helps smaller models finish.
~/writing$ rg "evals"
Evals & Reliability
Release gates, faithfulness, and the reliability engineering that keeps AI up.
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From 86% to 97%: engineering evidence retrieval for compliance agents
Compliance answers are only trustworthy if every claim cites the right evidence. Here is how hybrid retrieval, reranking, control-aware chunking, and citation-span ranking took evidence F1@10 from 86% to 97%.