先讲清再写码：Astra 建 agent 的四步门禁
一位 OpenAI 开发者要求 Astra 先用大白话讲清要建的 agent，再由第二个模型判断能否复述，讲不清就不许写代码。
OpenAI developer won't let GPT-6 Astra build an agent it can't explain. If a second model can't follow the plan, the agent never gets written. He didn't build straight from a spec. An agent built from a plan only Astra understood is a black box - it works until it breaks, and then nobody can say why. DRAFTER has Astra describe the agent it's about to build - out loud, in plain terms, what it does and why, before a line of code. LISTENER is a second model that only listens. Its one question: can I follow this? Not "is it smart" - "is it clear enough to rebuild from your words alone." GATE is hard. If the listener can't reconstruct the agent from the explanation, the build stops - a plan you can't explain is one you don't understand. BUILDER runs only after the explanation passed. It writes an agent that was clear before it was code - legible by design, not by luck. Here's the part nobody copies. Everyone builds first and documents later. He makes the agent survive being explained before it exists, because if you can't say clearly what you're about to build, you're not designing - you're guessing in syntax. Last month 17 agents never got built - their plans couldn't survive being explained, caught before they became code nobody could read. Your last unmaintainable mess didn't start in the code. It started in a plan you never said out loud - built from a fuzzy idea that only looked solid until someone asked how it worked. You know this from teaching. You think you understand something - until you explain it to someone and hear your own gaps out loud, live. The agent built without explaining isn't clever. It's opaque - working by accident, unfixable the day it stops, because no one ever made it make sense first. Everyone is building agents and hoping they're clear. He makes Astra explain each one before it's built, and kills the ones that can't survive being understood. Don't let this rot in your bookmarks. The article below is the whole system - the drafter that explains the agent first, the listener that must follow it, the gate that stops an unexplainable build, and the builder that only writes what already made sense.
这条是引用着另一条写的：x.com/0xcodio/status/2101235033914724496