I build things with AI. Then I write down what breaks.
I'm Juan. I run a clock-driven prediction loop that prices games and files a report on itself every six hours, a two-machine agent pipeline that collects facts, drafts posts, and waits for my signature, a published prediction desk that grades every pick in public, and the occasional client project built mostly by agents and supervised by a human. This site is the workshop door — projects on one side, the notebook on the other.
Projects
The Loop
A prediction machine that files a report on itself every six hours.
A clock-driven pipeline that fetches odds, prices games, audits its own output, and drafts articles — across MLB, CFL, NFL, and two trading desks. It never publishes and never wagers. That is the design.
twoagent-loop
Two CPU-only agents on two machines, working one pipeline — and nothing ships without a human signature.
The Loop's rulebook, split across two machines. One collects: it fetches pages, respects robots.txt, and compiles facts a literal quote can prove. The other writes: it drafts from verified facts alone, then a rule audit re-derives every citation and number before the draft lands in a review queue. The agents heckle each other in character. The hard rules still apply. Since October 2026 the collector also works a NewsAPI beat, ten requests a day hard capped, and the hecklers turn today's headlines into paste-ready Facebook debates: citations on top, discussion underneath, images staged per post. A human still approves every paste.
SaskPoly — The Prediction Desk
Free picks, graded in public, losses included.
A live publication where every sports pick is written down before kickoff and graded after — wins and losses on the same terms. The flagship verticals are NFL pools: a survivor portfolio across three tickets, and a five-week spread pick'em entered in October 2026. The books sell on Amazon.
Chilliboys Manufacturing
A shop's website, safety system, meeting transcriber, and Facebook presence — built and run with AI, supervised by a human.
A bilingual website and a printable safety system for a metal shop in Mexico — daily signed briefing log, six-day safety rotation — now joined by an offline transcriber that files every safety-meeting voice note as bilingual PDF minutes, plus ongoing AI-drafted Facebook posts that keep the business visible. The agent types; the owner decides.
From the notebook
All posts →2026-10-21
The Small Target Stack
Two critical PHP flaws dropped this week and close to a million servers can't be patched at all. Here is why Juan's World clients were never in that line.
2026-10-19
Statler and Waldorf Get a Newspaper
The two hecklers now read the daily news, argue about it on schedule, and file paste-ready Facebook posts with the citations on top and the images staged. A human still approves every word.
2026-10-17
Two Machines, One Pipeline, and a Human Holding the Pen
I split the loop's jobs across two machines: one collects pages and compiles facts a quote can prove, the other drafts from verified facts alone — and a human still signs every word.
Working on something similar?
If you want a prediction pipeline, an agent-built site with a human holding the reins, or just an honest opinion on whether AI fits your problem — the contact form works, and a person reads it.
Get in touch