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autonomous-dev

Orchestrate autonomous software development with governance gates and adversarial evaluation.

19|6|Updated Sep 13, 2025
Search Tags:#ci/cd#governance#workflow-orchestration#project-management#autonomous-development#adversarial-evaluation#alignment-gates
One-click install
npx skills add https://github.com/neverinfamous/memory-journal-mcp --skill autonomous-dev-neverinfamous
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: autonomous-dev
Source: https://github.com/neverinfamous/memory-journal-mcp/tree/main/skills/autonomous-dev
Command: npx skills add https://github.com/neverinfamous/memory-journal-mcp --skill autonomous-dev-neverinfamous

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

Automates and governs AI-driven software development by enforcing lifecycle gates, adversarial evaluation, and orchestration across project issues to prevent scope creep and unsafe behavior.

Core Features & Use Cases

  • Alignment gates with PROJECT.md to ensure feature scope and constraints are respected.
  • Adversarial generator/evaluator pipeline to plan, implement, and review features with safety checks.
  • Workflow orchestration and strict version control to enable end-to-end production-grade features.

Quick Start

Instruct the AI to load autonomous-dev to begin an end-to-end feature design and orchestration with alignment gates, adversarial reviews, and CI/CD-ready workflows.

Frequently Asked Questions about autonomous-dev

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

FAQPage Schema
How do I enforce governance gates in autonomous software development?▼

Autonomous software development prevents scope creep by enforcing alignment gates via PROJECT.md. This ensures the AI respects feature scope and constraints throughout the project lifecycle.

How do I automate CI/CD orchestration with adversarial evaluation?▼

CI/CD orchestration is automated using an adversarial generator and evaluator pipeline. This pipeline plans, implements, and reviews features with safety checks before deploying through GitHub Actions workflows.

What is an alignment gate for AI-driven feature design?▼

An alignment gate for AI-driven feature design is a checkpoint defined in PROJECT.md that ensures AI respects scope and constraints. It prevents unsafe behavior and scope creep during autonomous software development.

How do I start autonomous software development with workflow orchestration?▼

To start autonomous software development with workflow orchestration, instruct the AI to load the autonomous-dev skill. This initiates end-to-end feature design, adversarial reviews, and CI/CD-ready workflows.

Does autonomous software development work with GitHub Actions pipelines?▼

Yes, autonomous software development works with GitHub Actions pipelines by adhering to conventional commits. This integration enables strict version control and CI/CD-ready workflows across repositories.

When should I use adversarial evaluation in CI/CD pipelines?▼

Adversarial evaluation should be used in CI/CD pipelines when planning, implementing, and reviewing features with safety checks. It prevents unsafe behavior and scope creep in autonomous software development.

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