Hippocampus

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Andrea Bucci
Project Owner

Hippocampus

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Overview

AGI will not arrive as a monolithic system, but rather as an architecture. The large scale organization of the human brain(s), its connectome and constitutional organelles can indeed inspire the next generation of intelligent systems. Biomimicry has sustained human evolution throughout the ages, and the best inspirations have always come from nature, even when the original natural models have been surpassed in specific settings. Hippocampus is the first step of this journey, bringing real and unsurmountable memory characteristics, an artificial immune system for large models: Knowledge graph advanced techniques, with spicy bioinspired features like cellular automata and genetic algorithms.

RFP Guidelines

Advanced knowledge graph tooling for AGI systems

Proposal Submission (5 days left)
  • Type SingularityNET RFP
  • Total RFP Funding $350,000 USD
  • Proposals 28
  • Awarded Projects n/a
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SingularityNET
Apr. 16, 2025

This RFP seeks the development of advanced tools and techniques for interfacing with, refining, and evaluating knowledge graphs that support reasoning in AGI systems. Projects may target any part of the graph lifecycle — from extraction to refinement to benchmarking — and should optionally support symbolic reasoning within the OpenCog Hyperon framework, including compatibility with the MeTTa language and MORK knowledge graph. Bids are expected to range from $10,000 - $200,000.

Proposal Description

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  • Total Milestones

    2

  • Total Budget

    $120,000 USD

  • Last Updated

    19 May 2025

Milestone 1 - Blueprint

Description

Develop a detailed theoretical framework translating biological hippocampus functionality into computational principles (memory encoding, retrieval, associative linking).

Deliverables

Functional blueprint and report, where individual features are analyzed, tested and expanded with living code. Create initial prototypes using cellular automata for self-organizing and evolving memory structures. Utilize genetic algorithms to optimize information encoding and recall mechanisms, mimicking synaptic plasticity and neurogenesis. Preliminary Integration with Knowledge Graphs: Demonstrate basic integration with large-scale knowledge graphs, enabling dynamic, associative memory functionality inspired by connectomic principles. Validate via proof-of-concept experiments, demonstrating significant memory retrieval efficiency and adaptation compared to standard graph-based models.

Budget

$50,000 USD

Success Criterion

Be able to successfully break down Hippocampus, formalize its features and prove the basis for further development.

Milestone 2 - Integration

Description

Integrate the hippocampal module into a preliminary large model framework, validating its novel memory capabilities in complex, evolving environments.

Deliverables

Expand the hippocampal system from prototype to a scalable component, integrating fractal and attractor-based dynamic structures that enable continuous learning and adaptation. Refine cellular automata and genetic algorithms for efficiency and stability in realistic cognitive tasks. Demonstrate real-time associative learning, context-aware memory encoding and retrieval, closely resembling hippocampal episodic memory and cognitive map capabilities. Validate advanced memory capabilities (pattern completion, predictive recall, memory consolidation) in complex cognitive experiments.

Budget

$70,000 USD

Success Criterion

Successfully validate each feature and run the framework on a number of higher cognitive tasks.

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