Tag: software development
All the articles with the tag "software development".
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Your AI Feature Is a Gamble Until You Can Measure It
An LLM feature is only production-ready when you can measure its quality, trace its behavior, and roll back a bad release. Here is why the demo proves nothing, the metrics that actually matter, and the roadmap for shipping AI features with engineering discipline.
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Write Your CI Once - Reusable Workflows as DRY for Pipelines
CI configuration is the most copy-pasted code in most organizations - ten repos, ten near-identical pipelines, each drifting on its own. Here is how reusable workflows fix that, how to version and pin them safely, and the security payoff that makes it worth doing properly.
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Green Web, Hungry AI - An Honest Sustainability Reckoning
I optimize websites down to the kilobyte and then run energy-hungry AI models all day. Both are true, and pretending otherwise is greenwashing in either direction. Here are the actual numbers, where AI helps sustainability, where it is pure indulgence, and the framework I use to decide.
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The Golden Path - Why New Projects Should Be Boring
Starting a new project is where teams re-litigate every decision they already made: structure, linting, CI, auth, deployment. A golden path makes that moment boring on purpose - and in the age of AI agents scaffolding services in hours, boring has never been more valuable.
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The Maintenance Nobody Schedules
Old deployment revisions pile up, registries bloat, credentials quietly approach expiry - and nobody plans that work until it breaks on a Saturday. Here is the pattern that fixes it: small independent scheduled jobs with least privilege, living in one platform repo instead of everyone's backlog.