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diffusion is the way

Existential Birds is an ML research lab building tools for humanity:

  • daydream — Agentic code-review CLI that records each review/fix/test-run trajectory, building a corpus for fine-tuning open-weight models
  • beagle — Agent Skills marketplace: framework-aware skills for code review, documentation, test-plan generation, architectural analysis, and git workflows
  • amelia — AI-powered development orchestrator

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