Research Collective

Frontiers in Emergent Intelligence, Topology & Bio-inspired Computing

Completed papers capture a vision where relational dynamics, magnetosome spintronics, vortex-informed AGI, and topological invariants converge. Explore the finished scholarship powering the lab's next decade.

5 Research Programs
16 Completed Papers
6+ Disciplines

Research Pillars

Completed papers span bio-spintronic hardware, topological learning theory, relational intelligence, and unified cognitive architectures.

Biospin

Magnetosome-powered spintronic computation tuned for picojoule energy and adaptive robotics.

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EVIM

Information vortices stabilize learning and resilience in complex systems.

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Symphonic Mind

Harmonic convergence of neural dynamics, relational topology, and emergence.

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Relational Intelligence

Intelligence as a network of evolving relations across decentralized agents.

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Topological Equivalence

Levi lifts preserve invariants; parity across hypergraph- and graph-based learners.

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Signature Ideas in Focus

Relational Emergence

Relational papers trace how topology and decentralization spark coherent understanding.

Bio-Spintronics

Magnetosome logic with MR-fluid routing targets 10^6× efficiency over GPUs.

Topological Guarantees

Levi lifts conserve clustering and spectra; parity on downstream tasks.

Harmonic Cognition

Neural, relational, and emergent layers resonate to produce synchronized intelligence.