OpenAI tells devs to trim Skills, prompts for GPT-6 Astra
TL;DR
- OpenAI is telling developers to strip back the Skills descriptions and AGENTS.md instructions they carried over from GPT-5.6 Sol when moving to Astra.
- The post says Astra runs tests on its own without being told to, so the old 'make sure to run the tests' instructions have become redundant noise.
- Astra can stop earlier than Sol did and hand work back for review, so developers are told to define what 'done' looks like up front.
An OpenAI developer blog post tells teams building coding agents on the new GPT-6 Astra to trim the scaffolding they carried over from earlier models. "With each release, it's been worth revisiting those assumptions, but with GPT-6 Astra, it's more important than ever," it says, arguing that "skills, AGENTS.md, and your task prompts are all shaping how the model gets work done."
The specific complaint is bloat. "Reading a skill takes up context, bringing you closer to compaction and introducing guidance that may not apply," the post warns, and a description like "Create and validate Postgres schema migrations. Use when working with databases, queries, models, or persistence" is the kind that fires whenever the model touches a table. Astra also runs tests unprompted: "Previous models needed encouragement to run tests and check their work. GPT-6 Astra does that on its own," making the old 'make sure to run the tests' line into noise.
There is a trade-off. "GPT-6 Astra is thorough, but it can be more tentative about how far to take a task," the post says, and developers used to GPT-5.6 Sol continuing for long stretches may see Astra pause for review sooner. Its suggested fix is to define completion up front, then ask Astra itself to audit the existing scaffolding.
Shared on Bluesky by 2 AI experts
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if you're having trouble with Astra, it's probably old skills. Point your agent at these two URLs and use them to upgrade skills: 1. developers.openai.com/blog/rethink... 2. github.com/openai/codex...
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Originally reported by developers.openai.com
Read the original article →Original headline: Rethinking skills and prompts for GPT-6 Astra | OpenAI Developers