This AI Bot Flagged Polymarket Insider Bets and Made a Programmer $75K

Programmer turns $5.7K into $80K in hours using AI-powered bot that flags suspicious betting patterns on Polymarket prediction markets.

A programmer recently turned a modest investment into serious returns using artificial intelligence. 

According to a post by Archive on X, the developer built a custom bot that monitors Polymarket for suspicious trading activity. The tool reportedly generated five alerts hours before a major event involving Maduro. 

Armed with these warnings, the programmer bought positions at 7.5 cents. His $5,700 stake ballooned to $80,700 in a matter of hours.

The system doesn’t execute trades automatically.

Instead, it scans Polymarket’s API and sends alerts when specific patterns emerge. The programmer then reviews each signal and decides whether to act.

How the Bot Identifies Potential Insider Activity

Archive’s post noted that the script looks for three main red flags. 

First, it tracks fresh wallets with zero trading history. Second, it monitors unusually large bets that stand out from typical market behavior. Third, it watches for repeated entries into tight political markets where information advantages matter most.

The developer built the entire system using just two AI tools.

Claude AI and Cursor helped him write the code without deep technical expertise. His backtests and initial runs already delivered $11,000 in profit during a single day.

The recent Maduro-related trade added another $75,000 to his total gains. The programmer’s Polymarket profile, shared in the Archive post, shows his trading activity and wallet address.

Related Reading – Discovered Crypto at 14, Built $9B Company: Polymarket CEO

Tool Shows Insider Footprints Without Making Trading Decisions

The bot serves as an early warning system rather than an automated trading machine. It highlights where sophisticated players might be positioning themselves ahead of news events.

The final call always rests with the programmer.

Archive notes that the tool focuses on political prediction markets where insider knowledge can create significant edges.

By flagging unusual wallet behavior and betting patterns, it helps the programmer spot opportunities before they become obvious.

The system doesn’t guarantee profits or predict outcomes.

However, it processes data faster than manual analysis allows. For this programmer, that speed translated into substantial returns during volatile market moments.

His approach combines AI coding assistance with manual trade execution. The result is a customized alert system that fits his risk tolerance and decision-making style.

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