Hey, I'm Fredy.

Why Your Next.js Sitemap Is Empty (and the Native Fix)

next-sitemap produced an empty sitemap index on my Next.js 16 site because every page renders on request. Here is why it happens, how to confirm it in the build manifests, and how I replaced it with a native app/sitemap.ts and robots.ts.

Organic Driven Development (ODD): How I Work With AI Agents Every Day

The workflow I use with Claude Code across my projects: authorize, explore, classify small vs large with the "resume from the diff" test, track a feature document before the first write, implement task by task with tests first, and close with a Risk line. It comes from Gentle AI, and here is how it looks in real repos.

How to Add llms.txt to a Next.js Site (Generated From Your Content)

llms.txt is a plain-markdown index of your site meant for language models. Here is how I added one to my Next.js portfolio with a route handler that builds it from posts and projects, so it never goes out of date.

How I Automate Testing With AI Agents (Without Trusting Them Blindly)

The test discipline I give my AI agents and what it looks like in three real repos: Vitest, Testcontainers and Playwright in HitZero, Vitest and Flutter tests in bici.taxi, and pytest for the NOVALYX media tools. RED before GREEN, structural guards, git hooks and a local CI that refuses to drift.