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+ ---
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+ license: mit
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+ tags:
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+ - brain-inspired
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+ - spiking-neural-network
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+ - multi-task-learning
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+ - continual-learning
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+ - modular-ai
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+ - biologically-plausible
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+ ---
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+
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+ # ModularBrainAgent 🧠
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+ **Author:** Aliyu Lawan Halliru (`@Almusawee`)
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+ **Affiliation:** Independent AI Researcher (Nigeria)
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+ **License:** MIT (code and architecture)
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+ **Published:** 2025
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+ **Paper:** [Download PDF](./ModularBrainAgent_Paper_With_Diagram.pdf)
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+ **Diagram:** ![Architecture Diagram](./visual_diagram_full_architecture.png)
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+
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+ ---
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+
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+ ## 🧠 Overview
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+
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+ **ModularBrainAgent** is a biologically inspired AI architecture designed to simulate cognitive processing in a modular, interpretable, and task-general way. It integrates:
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+
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+ - Spiking Sensory Neurons
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+ - Attention-based Relay Layer
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+ - Adaptive Interneuron Logic
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+ - Neuroendocrine Gain Modulation
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+ - Recurrent Autonomic Processor (GRU-based)
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+ - Mirror Comparator for goal-state reflection
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+ - Multi-modal encoders (GRU, CNN, shared)
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+ - Task-specific heads (regression, classification, vision)
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+ - Replay Buffer for continual learning
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+
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+ ---
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+
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+ ## 🧬 Biological Motivation
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+
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+ The architecture mirrors functional regions of the human brain, including:
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+ - Cortex-like layered processing
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+ - Attention routing
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+ - Local learning with surrogate gradients
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+ - Adaptive spiking thresholds
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+ - Memory replay (like hippocampal consolidation)
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+
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+ ---
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+
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+ ## πŸ“Œ Use Cases
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+
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+ - Multi-task AI research
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+ - Biologically plausible modeling
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+ - Lifelong learning agents
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+ - Modular interpretable systems
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+ - Neuro-AI cognitive simulations
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+
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+ ---
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+
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+ ## πŸ“ Citation (arXiv/Preprint Ready)
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+
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+ ```
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+ @misc{halliru2025modularbrainagent,
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+ title={ModularBrainAgent: A Brain-Inspired Modular Neural Architecture for Cognitive Multi-Task Learning},
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+ author={Aliyu Lawan Halliru},
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+ year={2025},
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+ url={https://huggingface.co/Almusawee/ModularBrainAgent}
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+ }
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+ ```
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+
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+ ---
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+
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+ ## πŸ“Ž Files Included
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+ - `ModularBrainAgent_Paper_With_Diagram.pdf` – Full paper with abstract, architecture, references
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+ - `visual_diagram_full_architecture.png` – Schematic of forward-pass and modular connections
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+
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+ ---
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+
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+ ## 🀝 License
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+ This work is licensed under the **MIT License** β€” free to use, modify, and distribute with credit to the author.