
Research
LLM Gateway vs Router vs Inference Provider: The Architecture Boundary
A clear explanation of gateway, router, provider, and serving-layer responsibilities for teams building multi-model systems.

A clear explanation of gateway, router, provider, and serving-layer responsibilities for teams building multi-model systems.

AI API reliability depends on explicit request contracts, useful error semantics, request-level observability, and current model truth. TokenLab treats those as one system.

A research-grade analysis of how AI competition is shifting from model leaderboards to compute, energy, open weights, model data, routing, and agent infrastructure.

A research-grade analysis of TokenLab Fusion: the weighted-100 paired proof, validator ablations, cost accounting, protocol IR, tool-use controls, and the evidence still required before product claims.