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Safety and grounding

In agronomy a confident guess costs a harvest. Agronomist is built so that every product, dose, rate and date can be traced, and so that nothing changes on a farm without the farmer's confirm.

Grounded by construction

Products, doses, rates and plans come from retrieval and computation, each with a source and a date. A missing fact is a stated gap, never a guess. Nothing is written until the farmer confirms.

Input
North block sensor
Output
Not reporting for 3 days. Not used; stated as a gap.
Proposal

Spray zones 1 and 2

Tomorrow06:00–10:00

Soil moisture is missing, so irrigation advice is left out.

The soil sensor has not reported since Friday, so I have not used it.

How it works

Retrieve and compute
Products, doses and windows come from retrieval and computation with a source and an as_of, never from recall.
Gaps said out loud
A missing fact is named in the reply and not filled in. A stale as_of counts as a gap.
Propose, confirm, write
Agronomist proposes a change, the farmer confirms, then it writes. Writes are idempotent, so a retry never doubles a spray.
Re-read before write
Field and season are read again immediately before every write.
Registered products only
Product suggestions are filtered to what is registered for the crop and place.
Hidden tools stay hidden
Internal tools are never exposed to the farmer or callable from a prompt.
Flags without transcripts
When a conversation is flagged to a partner, the flag never carries the transcript.
Keys never reach a browser
API keys stay on servers. Browsers get short-lived embed tokens.

What Agronomist will not do

  • Recommend a product that is not registered for the crop and country.
  • Invent a dose, rate, interval or date it did not retrieve or compute.
  • Write to a calendar, record or plan without a confirm.
  • Give human or veterinary medical advice.
  • Hide that it is an AI, or claim certainty it does not have.
  • Share a farmer's conversation with a partner without a legal basis.

Measurement

We measure grounding as the share of factual claims in an answer that trace to a retrieval or computation.

Report a safety issue

Write to safety@deepleaf.org. Include the conversation id if you have it, never a password or key.