MachineFi Labs · Technical Paper

The Trio Technical Report

A foundation system for physical-world understanding — how Trio reaches the intelligence and accuracy of frontier models at a fraction of the cost and latency.

  • A three-tier architecture for grounded perception, prediction, and reasoning
  • Why monolithic vision-language models break down in physical operations
  • Two worked reference domains, end to end
  • Preliminary benchmarks on accuracy and deployment cost

89 pages · PDF · v1.0

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