Writing

Notes on GenAI systems

Field notes, frameworks, and reliability lessons from shipping.

Reliability-first LLM systems

A practical blueprint for production GenAI with evals and fallbacks.

How I shape context to keep models grounded and outputs stable.

Designing long-running agents that stay reliable across many tool calls.

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