Tag: devops
All the articles with the tag "devops".
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What a Penetration Test Taught Us About "Done"
Your app works, ships green, and passes review. Then a professional spends a week trying to break it - and redefines what "done" means. Here are the recurring findings a pentest surfaces, the why behind each, and how to fold them into your Definition of Done before someone else finds them.
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How This Blog Writes Itself - And Why I Still Review Every Word
A confession and a case study - this blog runs on a human-in-the-loop AI pipeline. An idea database, an agent that researches and drafts, a pull request I review word by word, and scheduled publishing. Here is exactly how it works, what stays human, and what building it taught me.
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Put the AI Bill in Every Pull Request
Your team ships with AI every day - and almost nobody knows what a single feature actually costs in tokens. Here is how I attach a cost report to every pull request, why cost-per-outcome beats gut feeling, and how to build the same visibility with a small script and a hook.
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How AI Can Finally Get Developers to Document Their Work
Documentation is the chore developers skip - and it quietly costs teams a fortune. Here is how AI makes the boring 80% (README, CHANGELOG, API docs) almost free, the one thing it still cannot document, and how to avoid trading no docs for confidently wrong ones.
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From Coding Patterns to System Thinking - How AI Is Rewriting the Developer's Job
AI is shifting developers from writing code to orchestrating agents and designing systems. Here is how the job is changing - the skills that now matter, why review has become the real bottleneck, and how both junior and senior engineers can grow from coder to system thinker.