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Field notes from shipping AI.

Practical writing on evals, agents, RAG, infrastructure, and product decisions — from the systems we've actually put in production.

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3 posts tagged LLMs
Engineering·Aug 12, 2026

Evals are the new unit tests

Why a good eval harness is worth ten prompt-engineers, and how we build them.

EvalsTestingLLMsMLOps
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Agents·Jul 30, 2026

Agents that actually finish tasks

A production pattern for planner/executor loops with recovery and cost control.

AgentsArchitectureProduct
Research·Jun 03, 2026

Fine-tuning vs. RAG in 2026

A decision framework we actually use with clients, plus the numbers behind it.

Fine-tuningRAGLLMs
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