Add an LLM to a Web Application You Have to Maintain
Your LLM call works in a test script. Production needs a server-side proxy, timeouts, retries that tell a rate limit from a spend cap,…
Your LLM call works in a test script. Production needs a server-side proxy, timeouts, retries that tell a rate limit from a spend cap,…
A practical checklist for PHP and WordPress developers on when writing the code yourself beats prompting an AI assistant, and why.
GitHub Copilot, Cursor and Claude Code pricing as of today, sourced from each vendor's own page, plus the review-time cost that never appears on…
General-purpose IDE agents versus WordPress-specific snippet tools for PHP and WordPress development, and how to pick between them for a real task.
How to keep an AI coding agent away from config files, secrets and lockfiles, what an ignore file actually guarantees, and what it does…
How to phrase a coding request so the AI's output is a small, checkable diff instead of an impressive one you cannot verify in…
AI-generated code can carry copyleft obligations with no attribution signal at all. What GPL contamination means and how to realistically check for it.
The current US position on AI-generated code copyright, why creative input matters, and why this is not the same answer everywhere. Not legal advice.
A green test suite does not mean correct behavior. Why AI-written tests miss edge cases, and what actually catches the bug they didn't.
Why an AI assistant keeps ignoring your conventions, what to actually feed it as context, and the drift problem that shows up months later.
AI assistants read your whole workspace, .env files included. Here is what to exclude, what to rotate, and how to tell if a key…
A short, ordered checklist for reviewing AI-generated code before it merges, from dependency checks to actually running the feature.
When an agent-generated pull request is too large to read start to finish, here is a method that works instead of just more willpower.
A suggested method call looks plausible but might not exist. The fast way to confirm an AI-generated API call is real before you trust…
An AI assistant imported a package you don't recognize. Here is the fast check before you run npm install, and what to do if…