Designing the last gate
Autonomy isn't a switch, it's a dial — and the engineering that matters is what happens while the dial waits for a human. Notes on approval gates, paused ad creative, and checkpoints that survive a restart.
Lire la noteNotes d'ingénierie
Notes du chantier.
Courtes dépêches techniques rédigées pendant la construction de @Cohenta — ancrage, portes et rendu sans modèles.
The fastest model is no model
A large share of our highest-quality output — cards, charts, tables, diagrams, decks — renders with no AI model in the loop at all. Here's why deterministic layout engines beat image generation for anything with structure.
Lire la noteEvery number gets a receipt
Generic AI tools invent statistics with total confidence. Ours can't — every multi-digit number is checked against the source material before an asset moves on, and anything unverified is flagged for a human.
Lire la note03 notes · avant lancementLes notes paraissent au fil du renforcement des systèmes — sans calendrier, sans remplissage.
Prochaine étape
L'ingénierie en action.
Une démonstration présente les gates, manifestes et renderers décrits ici — sur votre matériel.