autopilot

Generate working code from a minimal product idea through autonomous specification, planning, execution, QA, and multi-review validation phases.

Updated May 18, 2026
One-click install
npx skills add https://github.com/solitude6060/Yao-skills --skill autopilot-solitude6060
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: autopilot
Source: https://github.com/solitude6060/Yao-skills/tree/main/skills/autopilot
Command: npx skills add https://github.com/solitude6060/Yao-skills --skill autopilot-solitude6060

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Autopilot turns a short product idea into complete, working code by handling requirements, design, implementation, testing, and validation without you managing each step.

Core Features & Use Cases

  • End-to-end autonomous execution: expands an idea into a spec, plans implementation, executes in stages, and performs iterative QA until tests pass.
  • Phased orchestration with checkpoints: supports resumable progress and can skip earlier phases when pre-validated specs/plans exist.
  • Multi-perspective validation: uses parallel reviews (architecture, security, and quality) and fixes rejected items before re-validation.

Quick Start

Tell the system what to build in one or two sentences, including any key constraints like language, framework, and data source.

Frequently Asked Questions about autopilot

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

FAQPage Schema
How do I generate working code from a brief product idea automatically?

Autonomous coding orchestration generates working code from a brief idea by expanding it into a specification, planning implementation phases, executing code, and running iterative QA until tests pass. This handles end-to-end software delivery without manual step management.

What is multi-phase workflow orchestration for software implementation?

Multi-phase workflow orchestration is an autonomous process that sequentially handles specification, planning, execution, and validation for software tasks. It uses gated phase progression to ensure correctness, allowing resumable progress and skipping pre-validated phases when existing specs or plans are provided.

How does automated code validation and security review work during implementation?

Automated code validation and security review work by running parallel multi-perspective assessments covering architecture, security, and quality. Rejected items are fixed before re-validation, using bounded retry logic during QA to iteratively resolve test failures and ensure software correctness.

Can I use autonomous coding to build new services and integrations that require tests?

Yes, you can use autonomous coding to build new services, features, or integrations that require tests and correctness checks. It orchestrates the complete delivery pipeline from expanding the initial product idea to executing code and performing iterative QA validation.

What are the limitations of autonomous coding for complex software tasks?

Limitations of autonomous coding include bounded retry logic for QA, meaning it will only attempt to fix failing tests a set number of times. It requires approval-based validation for rejected items, necessitating human oversight if multi-perspective reviews detect persistent architectural or security flaws.