Release engineering7 minutes
Why AI Features Need Release Risk Gating
Most engineering teams ship AI features the way they ship everything else. That is the problem.
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Practitioner notes on AI production engineering: productionizing AI, automating real workflows, release controls, reliability, evaluation and operating systems in production. No hype. No generic theory. Engineering lessons from the systems and failure modes that matter after the demo works.
Evaluation7 minutes
LLM Evaluation Is Not Enough Without Release Gates
Teams can build sophisticated eval suites that never influence a release decision. The result is evidence with no defined consequence.
Read PostDelivery systems7 minutes
Why Broken Delivery Systems Get Worse When AI Is Added
Adding AI to an unreliable delivery system does not fix the underlying weaknesses. It gives them more places to surface.
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