Hou C. @promptdeploy
Codifying AI-native engineering from developer habits → to workflows → to infrastructure governance prompt-deploy.beehiiv.com Documenting the process at 👉 Joined January 2019-
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Pop quiz: Which AI coding characteristic causes you the most grief? For me it's #4 - natural language ambiguity. "Optimize" could mean anything. AI thinks it means "add complexity."
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SaaS SDK cost failures: Model updates → token budget shifts Inference spikes → margin pressure Pricing models break under scale Cost governance scaffolds will become core SDK stability layers. #CostGovernance #SDKDevelopment #AIGovernance
AI-generated code fails security tests nearly 50% of the time. The problem? It doesn’t know your edge cases — or your threat model. The fix: build security into your review process, not just your code.
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