I built a repo structural audit — bus factor, churn, god files, dependency rot, gap analysis
Linor Repo Report runs six independent analysis engines against any GitHub repo and produces a structural diagnosis: Bus factor risk, churn and instab…
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I scanned the #1 GitHub repository and here's what I found
OpenClaw has 250,000 stars and is the fastest-growing open source project in GitHub history. Jensen Huang called it "the next ChatGPT." Peter Steinber…
The High Interest on the AI Loan: Why "Vibe Coding" is a Maintenance Nightmare
The Great Illusion of Technical Egalitarianism Today, everyone—from venture capitalists to liberal arts enthusiasts—is intoxicated by the era of "Vibe…
Working with AI review is very important
I started working with AI recently, and I have to say that it is a very powerful tool. It can help you with a lot of things, from writing code to gene…
How to Keep Your Codebase From Rotting When AI Writes Most of It
Snap just announced that AI agents generate over 65% of their new code. The same week, they laid off roughly 1,000 employees — 16% of their workforce.…
Why Your Vibe-Coded Project Falls Apart and How to Fix Your Workflow
You shipped it. The demo looked great. Your AI assistant wrote 90% of the code, you tweaked a few things, pushed to production, and... it fell over wi…
Your AI-written codebase is drifting. Here's how to measure it.
The bug you can't grep for I was going through my handlers last month. All written with Claude and Cursor over a few weeks. Something felt wrong but I…
Beyond Core Java: What Makes You a Professional Developer
Finishing Core Java is a strong foundation — but professionalism in software development is defined by how you write, structure, and maintain code in …
Building a Code Review Agent That Learns From Every Decision
Building a Code Review Agent That Actually Learns agents #ai #codequality #machinelearning AI code reviewers are becoming common in modern development…
Building a Code Review Agent That Learns From Every Decision
Most AI-powered developer tools share a fundamental limitation: they reset to zero after every interaction. Close the tab, and the system forgets ever…
Building a Five-Layer Quality Gate for Agent-Written Code
When velocity is the priority, quality needs a system. I'm a solo developer building Grimoire, a tabletop RPG session management platform. I've been l…
JavaScript Error Handling: Moving Beyond Generic Catch-Alls for Efficient Debugging and Resolution
Introduction: The Importance of Understanding JS Error Types JavaScript, with its dynamic and flexible nature, is both a blessing and a curse. While i…
AI-Generated PRs Lack Human Oversight, Leading to Poor Code Quality: Implementing Review Guidelines as Solution
Introduction: The Rise of AI-Generated Code and Its Challenges The integration of AI agents into software development has undeniably accelerated codin…