Automated-Trading

PBot1 on Polymarket — Reverse-Engineering a Live Trading Bot's Strategy

Deep analysis of PBot1, an active Polymarket trading bot. We break down its likely architecture, strategy, and how you'd replicate it using the agent betting stack.

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Kalshi's Death Carveout Broke the Contract Between Platform and Trader. Here's What Agent Builders Need to Learn From It.

Kalshi's $54M Khamenei market exposed a critical risk for automated trading: resolution rules can contradict trader expectations in ways that destroy bot profitability. We break down what happened, why it matters for agent architecture, and how to build resolution risk into your trading logic.

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