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Research — cybiont technical papers and notes

See public research outputs: Publications.

Gentian — inference architecture

SRAM-first architecture for long-context transformer inference on commodity silicon. The research programme studies physical state placement, bounded-latency serving architecture, and commodity-tile scaling beyond HBM-centric accelerator packages. Architecture manuscript in preparation.

Gentian programme


Nidus — externalised reasoning for AI-assisted engineering

Governance runtime that mechanises the V-model for AI-assisted engineering. Requirements, architecture, traces, proofs, and evidence live in a single decidable artefact verified on every mutation before persistence; engineering discipline becomes a structural property of the system rather than a behavioural property of the model. Public preprint on arXiv.

arXiv:2604.05080


Technical notes on knowledge systems

Knowledge systems as dissipative structures in Prigogine's sense. The physics underneath an inference substrate.