Evidence before generation
Structured evidence and decision rules come before AI-supported explanation.
Responsible technology
Mbeu is designed so that AI supports interpretation and communication—it is not positioned as a substitute for evidence, measurements or agronomic expertise.
Structured evidence and decision rules come before AI-supported explanation.
Recommendations should be reviewed against relevant agronomic knowledge and local conditions.
People remain responsible for design, review, escalation and learning.
Farmer information should be collected and handled with care, purpose and appropriate safeguards.
Mbeu should communicate uncertainty, boundaries and when professional advice is needed.
Real-world use should inform ongoing checks, improvement and responsible adaptation.
People remain central
Mbeu is intended to complement—not replace—farmers' experience, extension officers and qualified agricultural professionals.

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