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Engineering notes for building AI in production.

Opinionated, numbers-led writing on AI systems, infrastructure, security, and compliance — from the senior engineers who ship and operate them. New post every week.

LatestStrategyJuly 16, 2026 · 15 min read

The AI Forward-Deployed Engineer: Why the Fastest-Shipping AI Teams Embed Engineers, Not Advisors

An LLM demo takes an afternoon. A production LLM system takes an embedded engineer. The forward-deployed engineer is now the delivery primitive behind almost every enterprise AI system that actually ships.

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