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How I built an AI agent that goes from sports research to an onchain position, with human approval by default (architecture + lessons)

Reddit r/AI_Agents ↗ · 2d ago

A builder shares the architecture and lessons from creating an AI agent that researches sports matchups, compares its estimates to market odds, and places onchain positions with human approval by default. The stack uses Claude for reasoning and Circle Agent Wallets for onchain execution on USDC-backed outcome markets.

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#sports-betting

After bankruptcy, he was banned from sports betting sites. Then he found Kalshi

Hacker News Top ↗ · 2026-10-05 Cached

An NPR report details how a self-excluded sports bettor turned to prediction market app Kalshi after bankruptcy, reigniting his gambling addiction as experts warn prediction markets are drawing in problem gamblers with bonus offers and weaker safeguards than traditional sportsbooks.

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#sports-betting

How DraftKings Uses A.I. to Target the Gamblers Likeliest to Lose

Reddit r/ArtificialInteligence ↗ · 2026-09-19

DraftKings leverages artificial intelligence to identify and target gamblers who are most likely to lose, optimizing their business strategies.

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#sports-betting

@mahera777: most prediction markets reduce sports to yes/no @Polymarket spreads are still binary contracts Asian Handicap is differ…

X AI KOLs Timeline ↗ · 2026-09-13 Cached

The tweet discusses the limitations of binary prediction markets like Polymarket in sports betting, contrasting them with Asian Handicap, and promotes magicmarkets for its liquidity aggregation across multiple platforms.

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#sports-betting

NJ urges SCOTUS to rule that Kalshi sports bets are gambling, not "swaps"

Ars Technica ↗ · 2026-09-03 Cached

New Jersey urges the Supreme Court to classify Kalshi's sports bets as gambling rather than swaps, challenging federal preemption of state gambling laws in a case that could impact prediction market regulation.

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#sports-betting

@greednvirtue: $290 → $43,051. Mostly betting tennis and World Cup markets. Found another one. 0xwise joined in June and has made only…

X AI KOLs Timeline ↗ · 2026-09-02 Cached

A Twitter user shares a success story of turning $290 into $43,051 through betting on tennis and World Cup markets, contrasting it with another case of weather betting to highlight strategic high-return predictions.

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#sports-betting

@prerichguy: This dude is on a 3-0 streak so far. 3 predictions, 100% win rate. He's already at +$166K PNL, all made within just 5 d…

X AI KOLs Timeline ↗ · 2026-08-16 Cached

A user on Polymarket has a 3-0 win streak with 100% accuracy, making over $166K in profit within days, and placed a large bet on a UFC fight.

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#sports-betting

@vijn_crypto: Chance to make easy money on LaLiga opening day on Polymarket Football season is back And @DG3_terminal already found t…

X AI KOLs Timeline ↗ · 2026-08-15 Cached

A tweet promotes using DG3 Terminal to identify betting edges on Polymarket for a LaLiga football match, specifically Alavés Over 0.5 against Getafe.

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#sports-betting

State judge orders Kalshi to stop offering sports bets and other wagers

Ars Technica ↗ · 2026-08-14 Cached

A state judge has ordered Kalshi, a prediction market platform, to cease offering sports bets and other wagers in Washington, citing violations of state gambling and consumer protection laws. Kalshi argues it is regulated by the CFTC and exempt from state laws, sparking ongoing legal disputes.

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#sports-betting

Why This Prediction Market Banned Teens

Wired ↗ · 2026-08-13 Cached

Prediction market startup Novig bans users under 21, citing concerns about risky behavior among teens, while navigating regulatory battles over sports event contracts in the US.

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#sports-betting

@Sevenup27: I found the most profitable traders on Polymarket’s sports markets Their combined PnL already exceeds $52M And these ar…

X AI KOLs Timeline ↗ · 2026-08-10 Cached

A user shares a public tracker of the most profitable Polymarket sports traders, whose combined PnL exceeds $52M, allowing others to follow their trades in real time.

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#sports-betting

@martynov014: Everyone's sweating every World Cup game I copied one trader on Stride and it mirrors his trades automatically - set it…

X AI KOLs Timeline ↗ · 2026-07-10 Cached

Promotion of Stride, a copy trading platform for sports prediction markets, highlighting a trader with zero max drawdown who has made consistent profits.

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#sports-betting

Kalshi sues Illinois over new tax on prediction market sports bets

Ars Technica ↗ · 2026-06-29 Cached

Kalshi sues Illinois over a new law taxing prediction market sports bets, arguing it unfairly classifies them as unlicensed gambling operators while facing potential felony charges.

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#sports-betting

I build AI agents for sports betting operators. One use case is now legally mandatory and most sportsbooks still don't have it.

Reddit r/AI_Agents ↗ · 2026-06-29

AI-powered responsible gambling tools are shifting from optional to legally mandated for sportsbooks, with regulators in the UK, Netherlands, and Pennsylvania requiring real-time monitoring. Operators who implement these systems early can retain players and pass audits, while mid-market firms without ML teams risk losing their licenses.

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#sports-betting

CashOut

Product Hunt ↗ · 2026-06-16

CashOut is an app that blocks sports betting apps and tracks how much money you've saved by not gambling.

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