Autonomous Development Sprints

Traditional agile is too slow for solo founders. This guide shows you how to move from a feature idea to a production-ready PR using an “Autonomous Software House” model.

The Vibe Coding Stack

The goal is to minimize the time spent writing boilerplate and maximize the time spent on architectural intent.

Step 1: The AI-Native IDE

Use Cursor with the .cursorrules provided in the Vibe Coding Ecosystem repository. This ensures the AI understands your project’s specific conventions.

Step 2: The Agentic PR Reviewer

Configure a MetaGPT instance to monitor your feature branches. Before you even look at the code, let the agent:

1. Run the tests.
2. Check for security vulnerabilities.
3. Suggest refactorings for better performance.

Step 3: Automated Quality Gates

Use Playwright combined with a custom Claude subagent to write its own test cases based on the new feature’s description.

Ecosystem Setup

Connect GitHub Actions to your CrewAI workers. When a new issue is labeled feat, automatically trigger a research agent to document the implementation plan before a human starts the sprint.