From principles to production: starting a new series
Why AI makes engineering fundamentals more important, not less, and why I am starting a series on the principles that still shape real production decisions.
Technical notes
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3 pages
AI-Assisted Development
How I improved AI-generated Python code by setting clear instructions
A reflection on turning one AI-generated Python prototype into reusable coding-agent guidance: clearer implementation boundaries, stronger quality expectations, and a shared quality bar before prototypes become real tools.
Shaping with AI
Parallel agents hit a human limit faster than a system limit
Running multiple coding agents in parallel feels like a speed win until the bottleneck becomes the person trying to supervise all of them.
Shaping with AI