AI Engineering
Using AI across the full delivery lifecycle. The method, the misses, the fixes. Not the hype.
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Formwork for agents: a reusable shape you can pour into any stage of your SDLC
LLMs moved the verifiability line into natural language. Why the requirements gate is the sharpest first pour for AI agents, and how to build the formwork.
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Clean code is copper. You're stepping over the gold.
In an agent fleet, quality lives in the frame you write before execution starts. The QA engineer role isn't support anymore. It was always the whole job.
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They Called QA Second-Class. Then AI Made It the Job.
The skills that got QA engineers dismissed now run every AI agent. Framing and validation are the whole loop. You did this before it had a name.