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autopilot

Automate multi-phase software projects from product ideas to verified code.

Updated Mar 26, 2026
Search Tags:#planning#validation#qa#orchestration#autonomous#code-generation#parallel-execution
One-click install
npx skills add https://github.com/INNERJOINT/HarnessSkills --skill autopilot-innerjoint
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: autopilot
Source: https://github.com/INNERJOINT/HarnessSkills/tree/main/skills/autopilot
Command: npx skills add https://github.com/INNERJOINT/HarnessSkills --skill autopilot-innerjoint

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Autopilot reduces the burden of coordinating multi-phase software projects by converting brief product ideas into detailed specifications, executable plans, parallel implementations, iterative QA cycles, and multi-perspective validation so users receive verified, working code without managing each step.

Core Features & Use Cases

  • End-to-end orchestration: Expands an idea into a spec, creates a plan, executes implementation tasks in parallel, runs QA cycles, and validates results with multiple reviewers.
  • Phased execution with skips: Recognizes existing deep-interview or ralplan artifacts and skips Expansion and Planning when appropriate to start execution immediately.
  • Robust QA and validation: Iterative QA with cycle limits and failure thresholds, reviewer-based validation gates, resume and cancel controls, and cleanup of state files on success.
  • Use Case: Ask Autopilot to "build a CLI habit tracker with streak counting" and receive a working repository with tests, linting, and multi-perspective validation completed.

Quick Start

autopilot build a REST API for a bookstore inventory with CRUD operations using TypeScript.

Frequently Asked Questions about autopilot

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

FAQPage Schema
How do I automate end-to-end software development from a brief product idea?▼

Autonomous software development orchestration expands short product ideas into detailed specifications, architectural plans, parallel implementations, and iterative QA cycles to deliver verified, working code automatically.

How does parallel task execution work for multi-phase code generation?▼

Parallel task execution orchestrates implementation by distributing executable plan tasks concurrently, running iterative QA cycles with failure thresholds, and enforcing reviewer approval gates before validating final results.

Can I skip planning phases and start autonomous code execution immediately?▼

Yes, phased execution recognizes existing deep-interview or architectural plan artifacts, skipping Expansion and Planning phases to start autonomous implementation, QA, and multi-perspective validation immediately.

How do iterative QA cycles handle validation failures during autonomous code generation?▼

Iterative QA cycles enforce failure thresholds and cycle limits during autonomous code generation, triggering resume or cancel controls and cleaning up state files only after multi-perspective validation succeeds.

What is the best way to build a tested application repository from a single prompt?▼

End-to-end orchestration converts a single product idea prompt into a working repository with tests, linting, and multi-perspective validation completed, bypassing manual requirements analysis and architectural planning.

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