# The Audit Trail That Separates Real Agent Infrastructure From Fancy Chatbots

- slug: the-audit-trail-that-separates-real-agent-infrastructure-from-fancy-chatbots
- date: 2026-04-13
- category: Agentics

LOM-action from Yonyou AI Lab hits 93.82% accuracy and 98.74% tool-chain F1 vs frontier models at 24-36% F1 — same accuracy class, completely different operational reality.

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