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Comprehensive Umweltsimulation Tools for Every Need

Get access to Umweltsimulation solutions that address multiple requirements. One-stop resources for streamlined workflows.

Umweltsimulation

  • MARFT

    MARFT is an open-source multi-agent RL fine-tuning toolkit for collaborative AI workflows and language model optimization.
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    What is MARFT?
    MARFT is a Python-based LLMs, enabling reproducible experiments and rapid prototyping of collaborative AI systems.
    MARFT Core Features
    • Multi-agent orchestration API
    • Reinforcement fine-tuning pipelines
    • Role and memory management
    • Environment simulation toolkit
    • Customizable reward functions
    • Built-in evaluation metrics

  • Evolving Agents

    A Python framework that evolves modular AI agents via genetic programming for customizable simulation and performance optimization.
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    What is Evolving Agents?
    Evolving Agents provides a genetic programming–based framework for constructing and evolving modular AI agents. Users assemble agent architectures from interchangeable components, define environment simulations and fitness metrics, then run evolutionary cycles to automatically generate improved agent behaviors. The library includes tools for mutation, crossover, population management, and evolution monitoring, allowing researchers and developers to prototype, test, and refine autonomous agents in diverse simulated environments.
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