Eli Lilly's TuneLab and SWIFT's banking experiments proved federated learning works. Both stayed stuck at pilot scale in small trusted circles. The reason: data diversity drives robust AI models, but current deployments lack distributed trust, verifiability, and operational scalability. EigenCompute solves this with TEEs and
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