Evidence Engine
Independent work in Edge AI · Distributed Systems · AI Products · Productization.
This is not a portfolio of screenshots. Each entry states the question it set out to answer, the numbers it actually measured, and what those numbers do not prove.
Open source · Edge NPU Cluster
Can three 6-TOPS NPUs scale inference throughput 3×?
421 measurements · 3.00× scale-out · RK3576
Three NanoPi R76S boards, one scheduler, plain gRPC over ordinary Ethernet. 421 valid hardware runs with zero inference errors. It scales — and four separate findings almost stopped it.
Product · live
Run AI on your own device and compete on score
AI Arcade runs models on your own hardware and turns the result into a score you can compare.
The same work in Korean. 주요 글은 한국어로도 읽을 수 있습니다.
Each project is published as its own event rather than all at once. Crescendo and Pulse (research), Canto (product) and Vending AI (case study) follow NPUDure.