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Copilot is quietly eroding two different skill sets at once. And almost nobody is talking about it honestly. GitHub Copilot has exceeded 1.5 million paid subscribers. It's safe to say it's now an essential tool as it has integrated into the workflow of many developers a large part of the industry. I
I’ve been experimenting with a problem I keep noticing while using AI coding assistants for learning. Most coding agents are optimized for solving tasks quickly: That works for productivity. But when learning from GitHub repositories, technical documentation, or complex codebases, this workflow ofte
Every time you open a new AI chat, your assistant forgets everything. I fixed that. The Problem If you use Cursor, Claude Code, or Amazon Q regularly, you've probably hit this wall: You explain your project architecture in Monday's chat. On Tuesday, you open a new session and start from scratch. You
Software supply chain security used to feel like a problem that lived somewhere else. The repository and build system were top of mind. Package registries, continuous integration and continuous delivery pipelines, release automation, cloud platforms, and artifact stores also became the focus of conc
The Token Tax Problem: How I Built a Super Memory Layer for AI Coding Assistants We Solved the Wrong Problem First When AI coding assistants arrived, we celebrated. Faster delivery. Less repetitive work. Developers doing more meaningful things. Then the invoices arrived. Token utilization had quietl
Every AI coding assistant on the planet is quietly converging on the same architecture. And nobody's talking about what happens when that architecture has a bad day. Open Claude Code, Cursor, or any AI-powered tool. Ask it to build you a SaaS app. You'll get Next.js, Vercel, Supabase, Tailwind, mayb
