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Heuristics for AI-assisted coding

Avatar for Jo Van Eyck Jo Van Eyck
September 22, 2025
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Heuristics for AI-assisted coding

AI coding assistants promise massive productivity boosts. In reality, most developers experience limited (or even negative) impact. What's up?

In this talk I give a couple of my heuristics and guard rails that make AI coding assistants worth your time.

* The smell test: the importance of experience
* The goldilocks zone: work sizing / parallellism sweet spot
* Guard rails: architecture, design, top-tier test automation
* Breadcrumbs: spec-driven but not too much. Clear acceptance criteria. Example of good code and tests.
* DON'T trust and verify

Avatar for Jo Van Eyck

Jo Van Eyck

September 22, 2025
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