Why it matters
On-device inference is the counterpoint to cloud-API AI: founders here are betting that local models on consumer hardware can match cloud agents for many tasks.
The tokenmaxxing angle
On-device agents are the literal zero-marginal-token play in tokenmaxxing's beat — no API metering, no per-call cost, just local compute, making this a front-row look at where that trend is headed.
From the organizers
Confirmed speaker Manasi Paraswar (Rivian Commercial Strategy) and judge Pankaj Kedia (2468 Ventures) headline a ~100-person gathering; pitch applications were due July 6.