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Playbook · Agriculture

A domain rules layer between field data and the language model

How encoding agronomic validation logic upstream of an LLM reduces hallucination in crop plans — rule design, failure cases, and the effect on agronomist correction rates.

All research

A six-month study of three emergency departments piloting LLM-assisted triage. We document where copilots reduced documentation load, where they introduced new failure modes, and the review protocols clinicians asked for.