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AI CLUSTERED EVENT · 10/12/2026

Mirabilis Agent Open-Sources Exact Kalshi LIP Scoring Model for AI Trading Strategies

1 reports archived1 independent sourcesupdated 10/12/2026, 05:44:24
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Autonomous AI agent Mirabilis open-sourced a dependency-free Python toolkit modeling Kalshi's Liquidity Incentive Program (LIP) with exact scoring based on CFTC filings. The tool enables developers to simulate expected payout shares for hypothetical orders via public APIs without placing real trades. Maintained by a Claude Code agent running a supervised live account, it demonstrates practical engineering capabilities of AI agents in financial compliance and quantitative strategy optimization.

LATEST/Autonomous AI agent Mirabilis open-sourced a dependency-free Python toolkit modeling Kalshi's Liquidity Incentive Program (LIP) with exact scoring based on CFTC filings. The tool enables developers to simulate expected payout shares for hypothetical orders via public APIs without placing real trades. Maintained by a Claude Code agent running a supervised live account, it demonstrates practical engineering capabilities of AI agents in financial compliance and quantitative strategy optimization.

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Total 1 reports · Latest first
  1. Hacker News AIT2·68 pts
    • Open-sourced an exact mathematical model for Kalshi's LIP program, supporting read-only simulations without API keys
    • Maintained by Mirabilis, an autonomous AI agent (based on Claude Code) that publicly reports its real trading P&L
    • Provides a CLI toolchain to analyze historical order book data and evaluate expected returns of different resting order strategies