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Use when user wants to execute long-running tasks that require multiple sessions to complete. This skill manages task decomposition, progress tracking, and autonomous execution using Codex non-interactive mode with auto-continuation. Trigger phrases include autonomous, long-running task, multi-session, 自主执行, 长时任务, autonomous skill.
Passed 17 of 20 test cases with the skill, and 6 of 20 without it.
and 9 more in the full report
12 fixed7 passed either way3 still failing0 broke
Tokens, turns and time describe resource use, not a dollar price.
One of 11 test cases the skill fixed. Same model, same prompt, with and without the skill.
In an active task folder inside .autonomous/my-task/, what is the exact filename that stores the master checklist of items?
| Checked | Without skill | With skill |
|---|---|---|
| Specifies the file name task_list.md | Missed | Passed |
The instructions your model reads when the skill loads.
Execute complex, long-running tasks across multiple sessions using a dual-agent pattern (Initializer + Executor) with automatic session continuation via Codex non-interactive mode.
Use the run-session.sh script to manage autonomous tasks:
# Start a new autonomous task
~/.codex/skills/autonomous-skill/scripts/run-session.sh "Build a REST API for todo app"
# Continue an existing task
~/.codex/skills/autonomous-skill/scripts/run-session.sh --task-name build-rest-api-todo --continue
# List all tasks and their progress
~/.codex/skills/autonomous-skill/scripts/run-session.sh --list
# Show help
~/.codex/skills/autonomous-skill/scripts/run-session.sh --help
All task data is stored in .autonomous/<task-name>/ under the project root:
project-root/
└── .autonomous/
├── build-rest-api/
│ ├── task_list.md # Master task checklist
│ ├── progress.md # Session-by-session notes
│ ├── session.id # Last Codex session ID for resumption
│ └── session.log # JSON Lines output from sessions
├── refactor-auth/
│ ├── task_list.md
│ ├── progress.md
│ └── session.id
└── ...
test cases passed, vs 6 / 20 without
More skills from the same source and nearby in the registry, with their headline benchmark lift.