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.
Read the noteEngineering notes
Notes from the build.
Short technical dispatches written while we build @Cohenta — grounding, gates, and rendering without models.
engineering notesgrounding · gates · rendering
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.
Read the 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.
Read the note03 notes · pre-launchNew notes land as systems harden — no schedule, no filler.
Next step
See the engineering, running.
A walkthrough shows the gates, manifests, and renderers these notes describe — on your material.