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Bazel 8.0.0 marks a significant milestone in the evolution of the popular build and test tool. This release, announced on December 9, 2024, introduces a wide range of changes, many of which are driven by a continuing effort to streamline Bazel’s core and move critical rules into …
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Imagine being able to type:
“Where is the Terraform config for our staging RDS?”
“What’s the on-call schedule for the payments service?”
“List all services deployed in the last 24 hours.”
…and getting back a clear, actionable answer.
In this article, we’ll build a full-stack LangChain-based prototype that …
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Bazel is fast, reproducible, and battle-tested at scale — but when something breaks, good luck deciphering its logs. Between action cache messages, output groups, and 500-line stack traces, figuring out why a build failed often feels like solving a riddle wrapped in a C++ binary.
In this article, we’ll build …
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CI/CD build failures can be brutal — especially when the logs are long, noisy, and cryptic. Developers often waste precious time parsing through thousands of lines of output just to find the root cause. What if your tools could summarize the problem in plain English?
In this article, we’ll …
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Pre-push hooks are your last line of defense before questionable code hits the remote repo. Traditionally, they’re used to enforce tests or linting, but they can be brittle and overly rigid. What if, instead, your push triggered a context-aware AI that reviewed your code against team policies, security best …
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Merges often bring in massive changes — sometimes dozens of commits and hundreds of lines of code — and the first thing developers ask is: “What just happened?”
Wouldn’t it be great if Git could summarize what a merge brought in, in plain
English, right after you run git pull or …
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Keeping changelogs up to date is one of those development chores that everyone
agrees is important… and everyone forgets to do. Manual changelog curation often
falls behind or gets skipped entirely. But what if your Git workflow could
automatically generate changelog entries, summarize diffs intelligently, and
update your CHANGELOG.md …
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Now that you’ve got a fully functional, Python-powered Git hook CLI backed by OpenAI, the next step is sharing it — the right way. A downloadable GitHub repo template helps your teammates (or the open-source world) clone, customize, and integrate the tooling into their own workflows with minimal friction.
In …
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Building a local Git hook with Python is great, but if you want others on your team (or across multiple repos) to use it, you’ll want to package it as a reusable command-line tool. In this article, we’ll turn our AI-powered Git hook into a proper Python CLI …
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Git hooks are one of the most powerful — and most underutilized — features in the Git ecosystem. They allow you to automate actions at key points in your Git workflow: before committing, before pushing, after merging, and more. Traditionally, these hooks are implemented using shell scripts, but that’s limiting in …
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GitHub Copilot is impressive, but what if you could build your own AI-powered Git
assistant tailored to your workflow? In this article, we’ll walk step-by-step
through building a command-line Git assistant using Python and OpenAI’s API. It
will explain diffs, write commit messages, generate .gitignore files, and even …
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If you’ve ever participated in a heated pull request debate, you’ve probably encountered the age-old dilemma: Should we rebase or merge? While this question often sparks opinions based on team culture or aesthetics, there’s a more technical layer that rarely gets discussed — what’s really happening inside …
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Source Code Management (SCM) has evolved dramatically over the past few decades. What started as simple file versioning systems has transformed into sophisticated platforms integrating AI-driven automation, security, and collaboration features. From the days of CVS and SVN to the dominance of Git and the rise of AI-powered development, this …
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In a previous article, we
explored how to count lines of code by language using tools like cloc. While
cloc and similar tools are convenient, sometimes you may prefer to avoid
additional dependencies and rely solely on standard Unix utilities. Maybe you’re
working in a minimal environment, or you …
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Understanding the composition of a codebase can provide valuable insights: Which languages dominate the repository? Where might maintenance efforts be concentrated? Counting lines of code by language is a common task when assessing project complexity, preparing for audits, or reporting progress in multi-language environments.
In this article, we’ll explore …
