How to eliminate context rot and vibecoding in AI-assisted development workflows

How to eliminate context rot and vibecoding in AI-assisted development workflows

This task can be performed using Get Shit Done

Turn messy AI prompts into clean, spec-driven code fast

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Get Shit Done is a spec-driven workflow that powers Claude Code, OpenCode, and Gemini CLI with robust context engineering. It eliminates context rot and vibecoding, turning your high-level ideas into consistent, production-ready code without heavyweight project management overhead.

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What to expect from an ideal product

  1. Transforms vague prompts into detailed technical specifications before any code gets generated, preventing the usual back-and-forth confusion that leads to inconsistent results
  2. Maintains clean context boundaries across multiple AI coding sessions so your project requirements don't get muddled or forgotten as you work
  3. Integrates directly with Claude, OpenCode, and Gemini CLI tools to create a structured pipeline that produces predictable outputs instead of random code variations
  4. Eliminates guesswork coding by enforcing specification-first development, ensuring every piece of generated code aligns with your actual project needs
  5. Streamlines the entire workflow from messy idea to production-ready code without forcing you into complex project management tools that slow down development

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