🖖🏽 truth machine

• 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