Why it matters
As AI tools get embedded into everyday dev workflows, the bottleneck shifts from getting AI to work to knowing how much autonomy to grant it — this talk gives a concrete framework for that call.
The tokenmaxxing angle
A 'tolerance' framework for how much AI autonomy to allow maps directly onto spend control: tighter tolerance means more human checkpoints and fewer runaway agent loops burning tokens on unsupervised retries.
From the organizers
Madona Wambua, a Google Developer Expert and CUNY adjunct lecturer, presents 'AI - The Tolerance-Based Framework' during the 6:10-8:00pm tech talk slot.