Bankroll Management
Monte Carlo Simulation for Prediction Market Position Sizing
How to use Monte Carlo methods to simulate thousands of outcome scenarios, stress-test Kelly sizing under model uncertainty, and set position limits for autonomous prediction market agents.
Read → Layer 4 — IntelligenceThe Kelly Criterion: Optimal Bet Sizing for Autonomous Agents
Full mathematical derivation of the Kelly Criterion for optimal bet sizing, fractional Kelly variants, simultaneous Kelly for multiple bets, and Python implementation for autonomous betting agents.
Read → Layer 2 — WalletThe Mathematics of Bankroll Growth: Compound Returns in Betting
Formal derivation of geometric bankroll growth rates, the gain-loss asymmetry, time to double a bankroll, certainty equivalents, and how autonomous betting agents set and measure ROI targets.
Read → Layer 4 — IntelligenceSportsbook Odds Boosts: The Math, the Evidence, and Every Strategy Ranked
Complete mathematical breakdown of sportsbook odds boosts. Profit boost formulas, vig removal, bonus bet conversion, parlay math, Kelly sizing, and every strategy ranked by expected value.
Read →How Bettors Clear Rollover — Plus FanDuel vs DraftKings vs BetMGM Odds Boosts
Every rollover clearing strategy bettors use at offshore sportsbooks — plus how FanDuel, DraftKings, and BetMGM odds boosts offer rollover-free value.
Read → Layer 4 — IntelligenceThe Kelly Criterion for Prediction Markets: A Complete Guide to Optimal Bet Sizing
The Kelly Criterion tells you exactly how much to bet when the odds are in your favor. This guide breaks down the math, the intuition, and how autonomous agents use Kelly for optimal bankroll growth on Polymarket, Kalshi, and sportsbooks.
Read → All LayersSportsbook Glossary: 300+ Betting Terms Every Trader and Developer Should Know
The complete sportsbook glossary. 300+ terms covering odds, bet types, exchanges, horse racing, bankroll math, slang, and abbreviations — with formulas, regional variants, and LLM normalization rules.
Read →Kelly Criterion Betting Bot: Automated Bankroll Management
Build a Kelly criterion betting bot that sizes bets based on edge and odds. The math, fractional Kelly, and Python implementation.
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