#413 · Primary category: AI Coding Assistants

no-negative-echo

agent-skills chinese codex codex-skill prompt-engineering

Let Codex generate titles, comments, commits, and PRs from the final result, minimizing leftover rejected proposals in delivery.

Project last updated:08/26/26

GitHub Stars

605

Forks

13

Contributors

1

License

MIT

Why we included this project

Anyone who has watched a coding agent like Codex finish a long session has seen the commit message and PR title still describe the approach you rejected an hour ago. No Negative Echo packages the fix as an Agent Skills instruction set that forces the agent to regenerate every piece of deliverable copy from the final, accepted state of the work, then check each delivery surface for traces of the discarded alternatives. You can install it as a skill using the included Python installer and verification script, or drop a compact version of the rules into your project's AGENTS.md. The same logic covers article titles, opening paragraphs, UI copy, and delivery notes, so it helps anyone who wants clean output from long, multi-round agent sessions. The tests and provenance checks make it safe to adopt in a shared team workflow.

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