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Building for Autonomy

Thoughts on agent-first infrastructure, self-hosted systems, and owning the stack.

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All Product Language Engineering AI & SWE Infrastructure Open Source AI Engineering Framework data

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October 2026

50 Examples per Route — How Much Data Does an On-Prem Router Actually Need?

Everyone says 'you need thousands of labeled examples'. We measured the learning curve on a real municipal corpus: a working lane appears at ~50 labeled examples per route, and conformal abstention covers the rest.

#ml #self-hosted #intent-classification #conformal