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Multi-source AI news clustered, deduplicated, and scored 0–100 across authority, cluster strength, headline signal, and time decay.

  1. Prediction markets allow trading on event outcomes - elections, weather, economics. The kalshi-trading-bot automates this with 5 AI agents working as an ensembl

    A new open-source project, kalshi-trading-bot, uses an ensemble of five AI agents to automate trading on prediction markets. These agents analyze market data from various perspectives to predict outcomes for events like elections and economic shifts. While employing a classic machine learning ensemble approach, the bot acknowledges that news and sentiment can influence markets in ways algorithms may not fully capture. AI

    Prediction markets allow trading on event outcomes - elections, weather, economics. The kalshi-trading-bot automates this with 5 AI agents working as an ensembl

    IMPACT Automates prediction market analysis, potentially improving trading efficiency but limited by non-algorithmic market factors.