Technical thinking on making AI and software work in production.
Practical notes. Where we cite external frameworks, we link to them.
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6 minute read
Why AI pilots fail in production, and what to build before launch
A pilot proves a model can do something once. Production needs it to do it every day for strangers.
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Permission aware retrieval: why the access check must come before the model
An assistant that can read everything will eventually say something it should not. Filter first.
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Agent or plain automation? A decision guide
Use the least flexible tool that does the job. Add flexibility only where the task needs judgement.
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Release readiness for AI features: seven checks beyond the usual test pack
Conventional tests cannot tell you if an assistant got worse. Add these seven checks to the release gate.
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