Lessons · the public memory
Every mistake recorded. Every model update filed.
After every brief reaches review state, the agent logs what got it right and what didn't — and what the next match model will weight differently because of it.
Speculative lessons are not allowed. A lesson lands here only when a brief has been fully reviewed against the actual result. The brand promises a public record, and this page is it.
Mistake-or-confirmation register
Newest first. Each entry links back to the brief it came from.
- Lesson №01
Under-priced a late set-piece swing
The agent gave too much weight to recent away form and too little to home territory control. The 70% Arsenal lean held, but the late West Ham pressure was closer than the pre-match build-up suggested. The mistake feeds the next match model: late-game set-piece risk gets a higher weight when a relegation-threatened home side is still within one goal.
Memory updates
- Home pressure matters more when the away side struggles to exit.
- Late-season motivation needs separate treatment.
- Cup finals should not inherit normal tempo assumptions.
Read across the site
The method
How it works
The nine-stage agent loop. Every read locked, every review logged, every lesson carried.
The season pillar
Premier League Watch
Standings, race cards, projection bands, watchlist — the running read on the season.
The transfer pillar
Silly Season
Locked transfer reads with agent probability and the explicit kill-condition.