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aprendizagem autônoma

  • MIDCA

    MIDCA is an open-source cognitive architecture enabling AI agents with perception, planning, execution, metacognitive learning, and goal management.
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    What is MIDCA?
    MIDCA is a modular cognitive architecture designed to support the full cognitive loop of intelligent agents. It processes sensory inputs through a perception module, interprets data to generate and prioritize goals, leverages a planner to create action sequences, executes tasks, and then evaluates outcomes through a metacognitive layer. The dual-cycle design separates fast reactive responses from slower deliberative reasoning, enabling agents to adapt dynamically. MIDCA’s extensible framework and open-source codebase make it ideal for researchers and developers exploring autonomous decision-making, learning, and self-reflection in AI agents.
    MIDCA Core Features
    • Dual-cycle cognitive processing (reactive and deliberative)
    • Perception and interpretation modules
    • Goal generation and prioritization
    • Integrated planning and execution pipeline
    • Metacognitive monitoring and evaluation
    • Learning and memory management
    MIDCA Pro & Cons

    The Cons

    Supports only Python 2.7, an outdated version of Python
    May have a steep learning curve for beginners
    Limited recent updates or community activity visible

    The Pros

    Open source with active GitHub repository
    Provides a unique metacognitive architecture for AI
    Includes demos and extensive documentation
    Enables monitoring and control of cognitive cycles

  • Selflearner

    SelfLearner is a comprehensive self-directed learning solution tailored for continuous personal and professional development.
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    What is Selflearner?
    SelfLearner is a platform designed for those who prefer to take control of their learning experiences. It provides a curated collection of resources, tools, and courses that cater to different interests and skill levels. The platform encourages continuous personal growth by enabling users to set their own learning goals and track their progress. Whether you’re looking to learn a new language, improve your coding skills, or enhance your professional competencies, SelfLearner offers the flexibility and resources needed to achieve your educational goals.
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