collective vm that runs the tri-kernel on the cybergraph in consensus

input

will of neurons

attention of neurons

cyberlinks created by neurons

computation

tri-kernel: diffusion + springs + heat kernel

runs on gpu in consensus

output

cyberank: per-particle score

karma: per-neuron reputation

syntropy of vimputer

properties

no gas fees for learning

extremely dynamic: each cyberlink changes all weights

memoization: no need to recompute stuff twice

bounded locality: updates cost O(degree) not O(graph size)

in essence the relevance machine

provided with enormous but primitively structured input

can provide comprehensive universe model

with strong predictive power

why "truth machine"

consensus on relevance is consensus on what matters

what the collective attends to is the collective's truth

the name is earned when the system demonstrates collective intelligence factor c > 0

related

reality of foundation models

knowledge graphs and llms

soft3 and machine learning

supported gpu

limitations of tm

discover all concepts

Local Graph