Begin with the workflow vocabulary
Field observation review, Food supply traceability, Seasonal planning each have distinct inputs and review points. A shared vocabulary should explain what the core entities—Field, Observation, Batch, Inspection record—mean and how they relate. A model cannot repair conflicting business definitions just by receiving a longer prompt.
Preserve context that changes the answer
Retain location precision, observation time, units, crop stage, and batch relationships. Do not treat an image inference as a verified field finding. Record the source authority and the conditions under which information applies. An answer can be fluent and still be wrong because it used the wrong entity relationship, document version, unit, or time period.
Make evidence a product feature
An operations team organizes field observations and food-supply inspection records to identify missing context before specialist review. The user experience should expose the evidence behind a proposed output and make uncertainty visible. Provide source links, relevant dates, and a clear distinction between observed records and model-produced interpretation.
Give agents a bounded responsibility
Organize observations and flag changes for agronomist review. Define this responsibility with explicit completion criteria and a small tool set. Keep retrieval, draft preparation, and record-changing actions separate in the permission model. An agent’s ability to suggest a next step does not imply authority to execute it.
Test the difficult cases first
Include conflicting identifiers, missing evidence, obsolete documents, and restricted records in evaluation. Proposed measures include record completeness, batch lineage resolution, observation consistency, and specialist escalation quality. Also test whether reviewers can understand and correct an output without reconstructing the whole task themselves.
Keep the ownership model visible
Agronomic treatment, food-safety determinations, and supplier actions require qualified review. Data stewards resolve source meaning and quality, platform teams operate access and reliability, and workflow owners accept the business behavior. Treat these responsibilities as part of the architecture rather than a handover note.
Architecture takeaway
Retain location precision, observation time, units, crop stage, and batch relationships. Do not treat an image inference as a verified field finding. A useful AI experience preserves this context through ingestion, retrieval, generation, and review.