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…
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.