Teaching Smaller Models
Deterministic code is the secret to smaller models
Smaller models become far more capable when code handles the parts of the workflow that should never be guessed.
Opinions Tag
Operations
5 posts
Estate AI and Natural Capital
From christmas trees to carbon credits. The full estate picture.
Mixed-use estates need one governed operating model across forestry, agriculture, property, renewables, and natural capital.
Teaching Smaller Models
Large models as teachers, smaller models as operators
Frontier models are often best used briefly and deliberately, so smaller models can carry routine work at lower cost.
Estate AI and Natural Capital
The next generation of estate managers will not do this manually
AI-driven compliance, MRV reporting, and natural-capital monitoring are becoming infrastructure for professionally run estates.
Estate AI and Natural Capital
What agentic AI calls automation, estate managers call tuesday
Estates already run complex multi-site operations. Agentic AI changes who carries the routine coordination load.