CHRIS HAY

IDEAS · SYSTEMS · OBJECTS / LONDON · 2026

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Ideas, systems and objectsLARQLMCP appsFFNagent memoryquantizationMixture of ExpertsHow many episodes?

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AUTOMATIC CAPTIONS / 20:32

LLMs Are Databases - So Query Them

the walk takes through the graph. The FFN is the graph, attention is the navigator, and together they produce the forward pass. And here's the thing, although in Larcal, I've turned this FFN into a graph, the FFN was always a graph. The matrix was just an inefficient way of encoding it, and all I've done here with V index in Larcal is I've removed that encoding,

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