The argument would be narrower and more directly connected to your books: AI can help connect farm-level data, climate risk, digital MRV, credit, carbon outcomes and farmer income. But the important question is not whether AI can produce a better score or automate a carbon workflow. It is whether AI can improve the quality of decisions and execution for smallholders. I would build that Carbon Trilogy article around five ideas: Climate intelligence should improve finance, not

A carbon credit is only as meaningful as the value it delivers to the farmer. The Carbon Handshake presents an implementation framework for a viable, farmer-centred carbon economy through institutional coordination, credible digital MRV, blended finance, FPO aggregation, transparent benefit-sharing and timely settlement. Ecological safeguards remain essential, but evidence on costs, adoption and performance will emerge only through implementation, learning and responsible sca