Precog is a fully onchain, open-source prediction market protocol on Base that enables permissionless market creation, multi-outcome trading, and continuous liquidity via an LS‑LMSR AMM. Liquidity providers deposit ERC‑20 collateral into individual markets, locking capital until resolution to create durable TVL while driving trading volume and transaction fees through onchain settlement. By incentivizing early liquidity and market depth, Precog aims to improve spreads, support high-frequency participants (including agents and arbitrage), and expand forecasting primitives across the Superchain ecosystem.