Redesigned the new architecture and strengthened risk control. Arbitrage on Polymarket and Kalshi is now stably profitable. Next step is to horizontally expand this framework to more exchanges and vertically match more types of events. Deploying Polymarket and Kalshi's order placement services separately and communicating via AWS intranet.