I ran an LLM judge for six weeks before I noticed it kept rewarding longer answers. Here is the evaluation metrics stack I actually trust…
Cursor or GitHub Copilot in 2026? Six months of switching between both on real Laravel and Next.js projects, what I keep both for, and how…
Honest 2026 comparison of OpenAI Codex CLI vs Claude Code: pricing, benchmarks, sandbox model, plugin ecosystem, and when each one is the right pick.
My honest take on Vercel AI SDK v5 after three production projects, plus the useChat and tool-calling gotchas I wish someone had warned me about…
I pointed a local 7B model at my Postgres database to write SQL from plain English. Here's where text-to-sql LLMs held up, where they lied,…
Is Copilot safe? The tool's fine, but its code is only as secure as your review. The SQL injection I found auditing AI code, plus…
Fine-tune an LLM and a small open model can beat GPT-5 on a narrow task, cheaper. A look at when QLoRA wins, when it loses,…
Prompt engineering tunes what you ask. Context engineering decides what the model sees at all. Where my agents kept dying on long runs, and the…
Real LLM hallucination examples from my own apps, why retrieval doesn't fully fix them, and the cheap code checks I run to catch made-up answers…
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…