About this site

What you will find

Four kinds of articles. Analysis when a lab ships a model, focused on what it means in practice rather than what the press release says. Benchmark write-ups that compare the numbers with hands-on experience. Experiments from the author’s own setups, from context management to agents delegating work to each other in the terminal. And guides on how to actually use these tools day to day.

How it is written

Everything starts from real use. The author spends most working hours inside these tools and writes in the first person from that experience. Opinions appear where they have been earned, and they are marked as opinions.

English is the source of truth. Every article also ships in Spanish, German, French, Italian and Portuguese, translated with care rather than run through a machine and forgotten.

Sources

Every factual claim points to a numbered source: papers, official announcements, changelogs, benchmark repositories. If a claim cannot be sourced or reproduced, it does not get published. And when the numbers disagree with the lived experience, the article says so.

Corrections

Mistakes get fixed in place. When a factual error turns up, the article is corrected and the updated date at the top of the page changes with it, so you can always see that the text moved.

Cosmetic edits, a typo or a clearer sentence, never touch that date. Nothing is quietly rewritten to look right in hindsight: if a claim turns out to be wrong, the correction says what changed.