FULL STORY
Cleaning Up Skills and Prompts for GPT-6 Astra
With GPT-6 Astra's release and its official prompting guide, OpenAI devs and the community moved to prune legacy skills and prompts, sharing automated Codex prompts to audit agent configs.
2026-09-05 ~ 2026-09-07 · 4 episodes · 12 posts
Episode 1 · OpenAI Codex member calls for rethinking skills and prompts for GPT-6 Astra (2026-09-05, 5 posts)
On September 5, Eric Provencher (pvncher) of OpenAI's Codex team published "Rethinking skills and prompts for GPT-6 Astra," arguing that the prompt scaffolding accumulated for weaker models—skill files, AGENTS.md, task prompts—should be cleaned up now that GPT-6 Astra is available.
Confirmed
- The original post comes from pvncher (Eric Provencher, OpenAI Codex team).
- Core claim: coding agents have advanced so quickly that a year's worth of hand-written guidance is no longer necessary and has become a burden.
- Typical early-skill practices—forcing the model to read the entire repo and run tests frequently—needlessly consume context and are net-negative on GPT-6 Astra.
- The article systematically reviews three categories of instruction carriers, including Markdown-stored skill files that can bundle scripts, with usage guidance.
Why it matters
- A front-line model-vendor team member explicitly stating that scaffolding should shrink as models improve implies many existing agent projects need prompt and skill audits.
- Reshares and commentary from bloggers such as EyalToledano and AI寒武纪 show the community is re-examining the ROI of agent scaffolding as best practices enter a new iteration cycle.
- Rethinking skills and prompts for GPT-6 Astra: coding agent best practices are changing fast — pvncher · 2026-09-05
- Rethinking skills and prompts for GPT-6 Astra: old agent scaffolding is fading — EyalToledano · 2026-09-05
- Rethinking skills and prompts for GPT-6 Astra: coding agent best practices are shifting — iamrobotbear · 2026-09-05
- OpenAI researcher: old Skills now hurt GPT-6 Astra — audit and clean up your AGENTS.md — udmrzn · 2026-09-06
- GPT-6 Astra changes agent prompting: OpenAI's guide to cleaning up Skills and AGENTS.md — AI寒武纪 · 2026-09-06
Episode 2 · OpenAI's GPT-6 Astra prompting guide: trim your rules (2026-09-05, 3 posts)
OpenAI released an official prompting guide for GPT-6 Astra, advising users to drastically trim SKILL and AGENTS.md rules and including a built-in prompt to curb the model's tendency to run excessive tests.
- GPT-6 Astra guide ships an official prompt to curb the model's excessive test-running habit — JeremyNguyenPhD · 2026-09-05
- OpenAI's GPT-6 Astra prompt guide: strong model means you should trim your SKILL and AGENTS.md rules — xiaohu · 2026-09-06
- OpenAI's GPT-6 Astra prompting guide: trim your SKILL and AGENTS.md rules, the model is that strong — xiaohu · 2026-09-06
Episode 3 · A Single Codex Prompt to Audit All Your Skills and AGENTS.md Files (2026-09-05, 2 posts)
A developer shared a copy-paste Codex prompt that reads best-practice guidance and then audits all skill files and AGENTS.md files in a project, checking them against six common issues.
- One Codex prompt to audit all your skills and AGENTS.md files for the Astra era — daniel_mac8 · 2026-09-05
- A Codex Prompt to Audit All Your Skill Files and AGENTS.md Against Six Best Practices — dr_cintas · 2026-09-07
Episode 4 · Cleaning Up AGENTS.md and Skills for the GPT-6 Astra Era (2026-09-06, 2 posts)
Users report having Astra audit skills and AGENTS.md files against official model guidance, removing GPT-5-era redundant context that now hinders the new model.
- Audit your skills and AGENTS.md before Astra sessions: trimming GPT-5-era context bloat pays off — daniel_mac8 · 2026-09-06
- Give your AGENTS.md a cleanup with GPT-6 Astra: old scaffolding rules now hurt — alexcovo_eth · 2026-09-06