Darius Mensah

Memory bandwidth, not raw compute, determines whether on-device AI can match cloud performance.

Leaderboards rank models on benchmarks, not on how they'll actually perform at your specific tasks.

AI handles the hiring chaos that drowns SMBs before better decisions even matter.

Context windows and persistent memory solve different problems—know which one you actually need.