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Symbiosis

  • 12 repo stars
  • Updated April 1, 2026
  • h315uk3/symbiosis

Provide human-AI symbiotic development tools addressing miscommunication and session-to-session knowledge loss with local-first architecture.

About

A Python 3.11+ plugin suite providing two symbiotic tools: with-me for clarifying requirements before implementation, and as-you for capturing development patterns across sessions. Both tools operate locally with zero external dependencies, preventing miscommunication and preserving knowledge between coding sessions.

  • with-me skill for adaptive requirement clarification
  • as-you skill for automatic pattern learning and retention
  • Zero external dependencies, fully local processing
  • Generates detailed specifications and reusable skills

Symbiosis by the numbers

  • Data as of Jul 7, 2026 (Skillselion catalog sync)
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repo stars12
Last updatedApril 1, 2026
Repositoryh315uk3/symbiosis

What it does

Provide human-AI symbiotic development tools addressing miscommunication and session-to-session knowledge loss with local-first architecture.

What you get

  • Clear specifications
  • Learned patterns
  • Reusable skills

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