OpenClaw built a dual-agent system using Monte Carlo simulations to identify and execute high-probab
Trade Assist📅 2026/03/20
#API#Crypto#Fully Automatic#High Risk#Polymarket#Reusable#事件触发#交易员#宏观#报告#行情数据#量化
told my OpenClaw to build a probability engine for polymarket it created 2 agents: one simulates outcomes, one executes trades $1,400 → $17,900 in 3 days /// found a market yesterday "Will gold reach $3,000 by March 15?" trading at 18¢ crowd thinks 18% chance seemed off /// gave OpenClaw the task: "run Monte Carlo on gold, simulate 10,000 possible futures, tell me real probability" /// what it built: first agent = probability calculator scrapes gold volatility data going back 15 years runs 10,000 different price scenarios includes Fed decisions, geopolitical events, dollar movements spits out number: 73.4% chance gold hits $3,000 second agent = execution layer takes the 73.4% from first agent sees polymarket at 18¢ (crowd thinks 18%) detects gap: math says 73%, humans say 18% enters position /// the timeline: hour 6: bot enters YES at 18¢, deploys $1,400 hour 24: Iran tensions spike, gold jumps, polymarket reprices to 41¢ hour 48: Fed signals rate cuts coming, simulation updates to 81% probability hour 56: market hits 67¢, agent adds to position with profits hour 72: gold touches $2,987, market resolves YES at 94¢ result: $1,400 → $17,900 /// why this works: polymarket = crowd guessing Monte Carlo = mathematical probability when there's a 55% gap between them that's not gambling that's math arbitrage /// the simulation includes: 500+ historical price patterns current macroeconomic conditions geopolitical risk modeling treasury yield correlations dollar strength metrics /// tested on 6 more markets: "BTC above $70K by month end" simulation: 62% polymarket: 31% result: won "Unemployment hits 4.2%" simulation: 44% polymarket: 68% bet NO, won "Tesla reaches $250" simulation: 28% polymarket: 52% bet NO, won "Trump tariff announcement" simulation: can't model political timing skipped /// 7 total trades 6 wins 1 skip /// the difference: most traders: read headlines guess direction hope they're right this system: simulates 10,000 futures calculates actual probability bets when math disagrees with crowd