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self-evolving-systems

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A production-ready adaptive meta-learning framework for continuous self-improvement. airbornehrs (MirrorMind) is a lightweight PyTorch framework that turns standard deep learning models into self-improving systems.

  • Updated Jan 31, 2026
  • Python

GENetic EVolutionary Organoid: The Self-Evolving Neural Architecture. Inspiration: Biological genes — evolution, adaptation, and infinite creative potential. Goal: Surpass every major AGI benchmark (ARC, HLE, AGI v1/v2, and beyond) through a truly self-evolving architecture that learns, adapts, and rewrites itself.

  • Updated Nov 27, 2025
  • Python

This repository contains a multi-agentic system that automatically builds a structured cricket dataset by extracting live match commentary from web sources at regular intervals. It converts unstructured updates into ball-level records and dynamically evolves the schema by detecting new attributes and adding columns, enabling continuous data flow

  • Updated Mar 7, 2026

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