Why it matters
Agents trading real money in adversarial markets are the sharpest test of autonomy. This session pairs market mechanics with engineering workflow - useful for anyone weighing whether their agents can survive contact with live capital.
The tokenmaxxing angle
Agent-versus-market is pure unit economics: a trading bot's inference bill has to beat its edge. Backtesting forces the question of when an expensive model call is worth it - budget discipline tokenmaxxing readers will recognize.
From the organizers
Thursday June 18, 6-8:30pm EDT at Blockspace Philly, 215 S Broad St. A $5 fee covers pizza and keeps RSVPs honest; speaker is William Entriken (@fulldecent), with Polymarket as the working case study.