After two years on Cursor, here's the model picker, rules, and tab settings I keep on, plus the auto-features I disabled because they were getting…
A new paper on autonomous programming found that separating code generation from debugging across models nearly doubled solved problems. Here's the takeaway.
A smarter model still writes the same broken first draft. What actually moved my output was wrapping a cheaper model in a feedback loop that…
I spent a month running local LLMs on my own GPU instead of an API. Here is where self-hosted models earned their place, and where…
I shipped chat UIs the hard way before Vercel AI SDK existed. Here's what useChat, streamText, and tools v5 actually replaced in my production apps.
I almost shipped a phishing URL inside an AI-generated PR. Here are the AI code review tools and checks I now run before any AI-written…
GitHub Copilot best practices that actually held up after two years of daily use: prompt-first comments, custom instructions, and when I turn Copilot off.
After two years of running RAG in production, here are the chunking strategies I actually use, the ones I dropped, and why chunk size is…
Six months using Cursor, GitHub Copilot, and Claude Code on the same projects. Where each wins, where each quietly fails, and how I actually combine…
Six months running Laravel AI in production: the stack I actually reach for, the package I bailed on, and the parts that are still mostly…