Treat AI agents as full-fledged teammates, not just tools
Integrate AI agents into your workflow as collaborators, not just task executors, to maximize their potential.
Treat Codex as a full-fledged teammate.
This involves redesigning engineering workflows to accommodate AI agents, investing in automated tests and guardrails, and viewing the AI as a partner in the development process.
Building an agent-friendly repository and documenting the journey of working with AI as a team member.
Integrate AI agents into your workflow as collaborators. This means redesigning processes, investing in tests and guardrails, and viewing the AI as a partner to maximize its contribution.
- An open-source spec for orchestration: Symphony ↗OpenAI · OpenAI News · Apr 26, 2026 · quoted as shared
First seen on Subvolts Apr 26, 2026. Updated Sep 11, 2026. Spotted a problem? Tell us.
- An open-source spec for orchestration: SymphonyOpenAI · OpenAI News · Apr 26, 2026
The Playbook: reusable how-tos, prompts, configs and tips pulled out of the news.
- ChecklistChecklist for building an agent-friendly repositoryKey considerations for creating a repository structure that facilitates AI agent development and integration. · 10 min
- HeuristicUse issue trackers as control planes for AI agentsLeverage your issue tracker as a central control plane to manage and orchestrate AI agentic work. · 10 min
- HeuristicConsider engineering constraints beyond functional correctness for AI agentsAI coding agents must follow developer-defined constraints like scope, order, validation, tool use, and reporting, not just produce working code. · 5 min
- ChecklistSWE-Duel Agent Evaluation CriteriaCriteria for admitting a pull request and for a Blue agent to win in the SWE-Duel arena. · 5 min
- Cost tipReduce AI coding costs with CliffCompactionCut AI coding costs up to 50% for long tasks by compacting context without rephrasing. · 15 min
- ToolGameLogicBench for evaluating AI game logic codingA benchmark to evaluate AI agents on runtime game logic with tick-level state assertions in Godot projects. · 10 min
Questions people ask
- Which AI tools does this work with?
- Any current model. It was seen with in the sources.
- Where did this come from?
- OpenAI (OpenAI News). Subvolts collected, normalized and credited it; the link above opens the original.

