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Agriculture Business Analysis

Small Models, Local Machines

The interesting question is not how large a model can get.

A person working at a laptop, hands resting on the keyboard.
Demo image · Unsplash

The question that decides whether a tool gets used in a municipal office is not how capable it is. It is whether it runs without sending anything anywhere.

Why local matters here

A department handling citizen records cannot route them through a service whose terms it did not negotiate and whose jurisdiction it cannot name. That constraint eliminates most of the market regardless of quality.

What is actually usable

A model that fits on the hardware a department already owns, produces a result a clerk can check, and fails visibly rather than plausibly. None of those are capability questions.

End of article

Coverage Agriculture Business Analysis

About the author

Vijay Singh

Staff Writer, Technology

Writes about civic technology, data infrastructure, and the gap between publishing something and making it usable.

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Discussion 6 comments

Shobha Rangappa Pinned 3 hours ago

Nineteen public consultations and counting. The treatment-plant utilisation number is the one nobody publishes, and it is the only one that would tell you whether any of this works.

Vijay Singh Author 2 hours ago

They published it at 4:15pm. I've added it to the piece as an update rather than a correction, since nothing in the original was wrong; it was simply unanswered.

Vasanthi Kumar 5 hours ago

The cascade point deserves more attention than it usually gets. Restoring a lake in isolation is a real improvement to that lake and almost nothing to the system.

Comment removed

A. Menon 6 hours ago

Even so, the diversion drains are doing something; they buy time while the plants get built.

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