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kafkapple/README.md

A Brain-Inspired Cognitive Architect: Building AI for Human-Level Intelligence.

My research goal is to solve fundamental challenges in modern AI—systematic generalization and data-efficient continual learning—by engineering a novel cognitive architecture inspired by first principles of brain function.

I aim to build autonomous agents that robustly understand and reason about the world by integrating three core mechanisms:

(1) disentangled, object-centric perception of the environment

(2) hierarchical world model formation via memory consolidation

(3) adaptive meta-control for reasoning and planning

My unique strength lies in bridging a decade of research in cognitive neuroscience with hands-on engineering skills in deep learning. This background provides a direct path to implement these neuro-inspired principles not as metaphors, but as concrete computational systems. I believe this approach can contribute significantly to developing advanced machine perception and building the foundations for true embodied cognition.

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  1. TIL TIL Public

    Python

  2. adaptive_control_rl adaptive_control_rl Public

    Python

  3. omni-collector omni-collector Public

    Python

  4. proj_isp proj_isp Public

    Jupyter Notebook

  5. test_mono test_mono Public

    Python

  6. summarizer summarizer Public

    Python