MetaDE is a GPU-accelerated evolutionary framework that optimizes Differential Evolution (DE) strategies via meta-level evolution. Supporting both JAX and PyTorch, it dynamically adapts mutation and crossover strategies for efficient large-scale black-box optimization.
Evolutionary Computation: A Modern Perspective |<...>| This is an online book, which is free-access and actively-updated (1st Edition: from 2023 to 2027).
Official Implementation of VisualClaw: A Real-Time, Personalized Agent for the Physical World
MetaGO Agent Harness(智能体运行时控制层套件)— 100 技能 · 112 MCP 工具(55+57)/927 算法 · 10 公理 · 11 平台 · Engine V2.1.1。让智能体成为守规矩、会进化、可追溯的生命体。
Next evolution of grounded evolution: evolves full agent blueprints (system prompt + tools + memory + planning + self-evaluation) using Docker sandboxing, multi-objective fitness, meta-evolution, and task specialization. Built using DeepSeek V4.
Quantum-enhanced framework uniting ancient wisdom with modern technology to transform AI interaction. Open-source system making complex simple through precise application of quantum principles. Free tools and frameworks.
Self-referential Darwin-style agent forge that evolves its own mutation operators, evaluators, and core components. Built with DeepSeek V4.
Evaluator-grounded autonomous prompt evolution. Genetic algorithms + runtime validation + meta-evolution to evolve prompts that generate better AI agent code. 150 generations, 862/1000 best score.
Revolutionary blockchain architecture applying quantum principles to create truly semantic distributed systems. Open-source implementation uniting ancient wisdom with cutting-edge technology. Free framework for building next-generation blockchain solutions with quantum-enhanced security and meaning preservation.
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