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.
阅读笔记工程笔记
构建过程中的笔记。
构建 @Cohenta 过程中撰写的简短技术记录——涵盖数据溯源、审批节点与无模型渲染。
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.
阅读笔记Every 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.
阅读笔记03 篇笔记 · 发布前系统趋于成熟时，新笔记自然落地——无固定周期，无冗余填充。