Practical AI-assisted engineering with human ownership
AI can accelerate implementation, but the useful control surface remains human: problem framing, decomposition, review, tests, debugging, and acceptance.
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Writing on engineering judgment
Practical notes on backend engineering, architecture, modernization, reliability, AI-assisted engineering, product engineering, and technical ownership.
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