autopilot

Automate end-to-end task execution with a PRD-driven plan-do-review loop.

Updated Jan 19, 2026
One-click install
npx skills add https://github.com/keshav55/writing_team --skill autopilot
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: autopilot
Source: https://github.com/keshav55/writing_team/tree/main/atris/skills/autopilot
Command: npx skills add https://github.com/keshav55/writing_team --skill autopilot

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

This Skill eliminates manual, repetitive task management by automatically planning, executing, and validating tasks, looping until the defined acceptance criteria are met.

Core Features & Use Cases

  • PRD-driven planning: auto-generates a product requirements document based on a task input.
  • Plan-Do-Review loop: iterative execution cycle until criteria pass.
  • Context-aware orchestration: uses MAP.md for navigation and TODO.md for backlog tracking.
  • Automated logging: records progress and outcomes for traceability.
  • Use Case: A product team asks autopilot to implement a feature; it produces a PRD, breaks the work into tasks, executes them, and validates results, stopping when all criteria pass.

Quick Start

To begin autopilot, provide a task description such as "Add a dark mode toggle." The skill will generate a PRD, build a task plan, execute tasks, and continue looping until acceptance criteria are satisfied, with progress reported along the way.

Frequently Asked Questions about autopilot

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I automate task execution until acceptance criteria are met?▼

Autonomous task execution works by generating a product requirements document from your input, then running a plan-do-review loop that executes tasks and validates results until all acceptance criteria pass.

What is a PRD-driven plan-do-review loop for autonomous task management?▼

A PRD-driven plan-do-review loop is an iterative cycle where a product requirements document is generated first, tasks are planned and executed against it, and results are reviewed repeatedly until all acceptance criteria are satisfied.

How do I start autonomous task execution for a feature request?▼

To start autonomous task execution, provide a task description such as a feature request. The system generates a PRD, builds a task plan, executes the tasks, and loops through validation until acceptance criteria are met.

Does autonomous task management work with MAP.md and TODO.md files?▼

Autonomous task management works directly with MAP.md for project navigation and TODO.md for backlog tracking, using these files to orchestrate context-aware task execution and maintain progress logs.

Can I use autonomous task execution for bug fixes and maintenance tasks?▼

Autonomous task execution supports bug fixes and maintenance tasks alongside feature work, running the same PRD-driven plan-do-review loop to plan, execute, and validate each task until acceptance criteria pass.

What are the limitations of PRD-driven autonomous task execution?▼

PRD-driven autonomous task execution requires clear acceptance criteria to function properly, as the plan-do-review loop relies on passing those criteria to stop. Vague or undefined criteria will prevent the loop from completing successfully.