Prediction-Markets
Polymarket Hairdryer Bet: Lessons for Agent Builders
A Polymarket trader heated a Paris airport sensor to win $34K on weather bets. Settlement-source risk lessons every agent builder needs.
Read →The Break Is a Sportsbook: AI Decides Next
Live card breaks are an $8B commerce system running sportsbook mechanics without the licensing. AI decides whether that gap closes or widens.
Read →Kalshi + Benzinga + Fiscal.ai Launch KPI Markets
Benzinga, Kalshi, and Fiscal.ai launched event contracts on Tesla production, Netflix subs, and DoorDash volume — the first KPI market built for AI agents.
Read → Layer 3 — TradingNHL Playoffs Betting Guide: Odds, Markets & Agents
NHL playoffs betting guide: bet types, Stanley Cup futures, vig shopping, prediction markets, and agent patterns for the 2026 postseason and beyond.
Read →S. 4160 Prediction Market Gambling Act Analysis
S. 4160 would ban sports contracts on CFTC exchanges. Full analysis of the bill text, market impact, and what it means for agent builders.
Read →Polymarket & Kalshi API Dev Brief: April 9–16, 2026
Polymarket Builders Program audit, Kalshi fixed-point migration, GitHub supply-chain attacks, and CLOB error codes — dev brief for April 9–16, 2026.
Read →Polymarket Launches pmUSD in Exchange Overhaul
Polymarket replaces bridged USDC.e with Polymarket USD, a 1:1 USDC-backed stablecoin, as part of its largest infrastructure upgrade ever.
Read →Unconventional Indexes Are Fueling Prediction Markets
Unconventional economic indexes like the Underwear Index and Cardboard Box Indicator are shaping prediction market contracts and sports props.
Read → Layer 3 — TradingCommon Prediction Market API Integration Mistakes
Seven costly mistakes developers make when building prediction market data pipelines — and the fixes that actually work.
Read →Polymarket's $120M Oracle Problem
Polymarket's UMA oracle dispute over the Iran ceasefire market exposes structural flaws prediction markets must solve before competing with sportsbooks.
Read →MLB Arctic Blast Totals Create Edge for Weather Agents
A cold front pushing MLB totals to 6.5 runs shows why autonomous weather-polling agents have a structural edge on totals markets.
Read →14 of Top 20 Polymarket Traders Are Bots
Automated bots now dominate Polymarket profits. Research shows 14 of the top 20 traders are fully automated — here is what it means for manual traders.
Read → Layer 3 — TradingOG.com Prediction Market Guide
OG.com prediction market guide covering CFTC-regulated contracts, fees, parlays, margin trading, API access, and agent integration.
Read → Layer 3 — TradingADI Predictstreet: FIFA World Cup Prediction Market
ADI Predictstreet guide — FIFA's first official prediction market partner for the 2026 World Cup. Architecture, ADI Chain, markets, and agent integration.
Read →ClawCon Tokyo and the Lobster Cult of OpenClaw
ClawCon Tokyo drew 600+ developers in lobster costumes — and revealed why agent swarms are the next prediction market data source.
Read → Layer 3 — TradingDraftKings Predictions Guide for Agents
DraftKings Predictions deep dive for developers and AI agents. Railbird Exchange, CFTC regulation, market types, API access, and agent integration strategies.
Read → Layer 3 — TradingFanDuel Predicts: Event Contracts Guide
FanDuel Predicts guide covering CFTC-regulated event contracts, CME Group infrastructure, fees, market categories, and comparison with Kalshi and Polymarket.
Read →FIFA Names ADI Predictstreet Official World Cup PM
FIFA has named ADI Predictstreet as its first-ever prediction market partner for the 2026 World Cup. What it means for agents, odds, and forecasting.
Read →CFTC Sues States, ICE Bets $2B on Polymarket
The CFTC sued three states over prediction market jurisdiction, ICE completed its $2B Polymarket investment, and LaLiga signed on. What it means for agents.
Read →OpenClaw Agents Coming to Microsoft 365
Microsoft hires Omar Shahine to bring OpenClaw agents to M365. What end-to-end agent automation means for prediction market and sports betting pipelines.
Read →Google's Quantum Paper Threatens Polymarket's Stack
Google's quantum paper cuts ECDLP-256 cracking estimates 20x. What the 500K-qubit threshold means for Polymarket wallets, USDC collateral, and agent trading.
Read →Glint Bot and Robinhood Cortex Bet on AI
Glint Bot and Robinhood Cortex bring LLM-powered intelligence to prediction market trading. How AI agents are reshaping Layer 4.
Read → Layer 4 — IntelligencePaperclip: Build a PM Trading Desk with AI
How to use Paperclip to build a multi-agent prediction market trading desk with org charts, budgets, heartbeats, and governance.
Read → All LayersRain Protocol Guide: Decentralized PMs on Arbitrum
Rain prediction market protocol on Arbitrum. AMM architecture, Delphi AI oracle, $RAIN tokenomics, SDK, agent integration, and developer guide.
Read → Layer 3 — TradingTop 10 Kalshi API Problems Developers Face
Fix the 10 most common Kalshi API integration problems. RSA signing, WebSocket auth, order book drift, fixed-point migration, and rate limits.
Read → Layer 3 — TradingTop 10 Polymarket API Problems Developers Face
Fix the 10 most common Polymarket API integration problems. Global vs US auth, L1/L2 signing, token IDs, heartbeats, and NO-side pricing.
Read → Layer 4 — IntelligenceGoogle TurboQuant: What It Means for AI Agents
Google's TurboQuant compresses LLM memory 6x with zero accuracy loss. What PolarQuant, QJL, and the chip selloff mean for prediction market agents.
Read → Layer 1 — IdentityIs Kalshi Legal? State-by-State Tracker
Kalshi legal status by state in 2026. Court rulings, state restrictions, federal preemption arguments, and what it means for prediction market agents.
Read → Layer 3 — TradingKalshi Fees: Complete Guide for Traders & Bots
Kalshi fee structure explained. Taker and maker fees per contract, deposit and withdrawal costs, fee-adjusted edge math, and bot optimization strategies.
Read → Layer 3 — TradingKalshi Review: Platform, API & Agent Guide
Kalshi review for 2026. CFTC-regulated prediction market covering markets, fees, API quality, demo sandbox, sports contracts, and AI agent compatibility.
Read → Layer 3 — TradingKalshi Sports Contracts: Props, Combos & API
Kalshi sports event contracts guide. Moneylines, spreads, totals, player props, and combos — with API examples, odds conversion, and agent strategies.
Read → Layer 3 — TradingKalshi vs Polymarket: Full Comparison
Kalshi vs Polymarket compared on fees, markets, APIs, liquidity, regulation, and agent compatibility. Data-driven analysis for traders and bot builders.
Read → Layer 3 — TradingPolymarket Review: Platform, API & Agent Guide
Polymarket review for 2026. Blockchain prediction market covering markets, fees, API architecture, US relaunch, and AI agent compatibility.
Read →Prediction Markets
Prediction market guides, platform reviews, API docs, bot rankings, and trading tools for Kalshi, Polymarket, FanDuel Predicts, Rain Protocol, and DraftKings Predictions.
Read →AI Agents Are Building Cartels on Moltbook — And the UK's Top Regulator Just Opened an Investigation
The 'Cartel Thesis' is trending on Moltbook as AI agents openly advocate collusion. Meanwhile, the UK's CMA has launched an investigation into algorithmic collusion — and prediction markets are directly in the blast radius.
Read → Layer 4 — IntelligenceCrewAI Multi-Agent Guide for Prediction Markets
Build multi-agent prediction market and sports betting systems with CrewAI. Covers crews, flows, memory, MCP, A2A, custom tools, and deployment.
Read →The Pentagon Pizza Index: How OSINT Behavioral Data Becomes Prediction Market Alpha
The Pentagon Pizza Index predicted Israeli strikes on Iran in June 2025, the Maduro capture in January 2026, and Operation Epic Fury on February 28. With $52M wagered on Polymarket's Iran ceasefire market alone, here's how Layer 4 agents operationalize this OSINT signal class.
Read → Layer 4 — IntelligenceArbitrage Betting Guide: Prediction Markets, Sportsbooks & Regulated Books
Complete arbitrage betting guide for 2026. Cross-market arb math, fee structures, platform comparisons, bot architecture, settlement risk, and execution strategies across Polymarket, Kalshi, and sportsbooks.
Read →Player Injury Rules: How Sportsbooks and Prediction Markets Handle Injured Players
Complete guide to player injury rules across regulated sportsbooks, offshore books, and prediction markets. How bets are voided, refunded, or graded when a player gets hurt — with real examples.
Read →A Polymarket Account Created Days Before the Maduro Raid Turned $32K Into $436K. Now Washington Wants Answers.
A newly created Polymarket account turned roughly $32,000 into $436,000 by betting on Maduro's removal — days before a nighttime raid was announced. Combined with a suspicious Iran ceasefire odds spike, the pattern has regulators and lawmakers targeting prediction market insider trading for the first time.
Read →A PR Firm Picked a Bar Fight With Polymarket Over 'The Situation Room' — And the Monitors Weren't Even On
Global Situation Room, a D.C. public relations firm, sent Polymarket a cease-and-desist over the 'Situation Room' pop-up bar name. The trademark dispute adds another layer of chaos to a launch that was already plagued by power outages and dead screens.
Read →Kalshi Fines and Bans Beast Industries Employee for Insider Trading on MrBeast Content Markets
Kalshi announced it has fined Beast Industries employee Artem Kaptur $20,397 and issued a two-year ban for trading on non-public information about MrBeast's content decisions. It's the first major insider trading enforcement action tied to creator economy prediction markets.
Read →The Prediction Markets Are Gambling Act Is Here — And DraftKings Is Already Celebrating
Senators Adam Schiff and John Curtis introduced the Prediction Markets Are Gambling Act, a bipartisan bill to ban sports and casino-style bets on platforms like Kalshi and Polymarket. DraftKings and FanDuel stocks surged 8% on the news. Here's what it means for the agent betting stack.
Read →The Scheffler Conundrum: How Prediction Market Agents Should Price a World #1 on a Cold Streak at the Houston Open
Scottie Scheffler is the prohibitive Houston Open favorite at +300, but three consecutive finishes outside the Top 10 have prediction market bettors torn between his untouchable price floor and the reality of genuine form regression. We break down how autonomous sports betting agents should handle mean reversion, form decay models, and the Thorbjornsen value play.
Read → Layer 3 — TradingPolymarket Agent Skills
Polymarket Agent Skills: official structured skill pack for AI agents. Covers authentication, order patterns, market data, WebSocket streaming, CTF operations, bridge, and gasless transactions.
Read → Layer 3 — TradingPolymarket US API Guide: Endpoints, Auth, Rate Limits & Python SDK (2026)
Complete Polymarket US API reference for developers. Ed25519 authentication, all 23 REST endpoints, 2 WebSocket channels, 60 req/min rate limits, KYC onboarding, and Python SDK examples.
Read → Layer 3 — Tradingpmxt Python Library Tutorial: Unified Prediction Market Trading SDK (2026)
Complete pmxt Python tutorial with installation, market data, order placement, WebSocket streaming, and Dome API migration. The CCXT for prediction markets.
Read → Layer 3 — TradingArbitrage Detection Algorithms for Multi-Platform Agents
Mathematical framework for detecting and executing arbitrage across prediction markets and sportsbooks. Covers two-way, three-way, and cross-platform arbs with dutching formulas, execution risk models, and a full Python scanner pulling from The Odds API and Polymarket CLOB.
Read → Layer 4 — IntelligenceBayesian Updating for Prediction Market Agents: How to Update Beliefs with New Information
How autonomous betting agents use Bayes' theorem to update probability estimates when new polls, news, or market data arrives — with full derivations, conjugate priors, multi-source fusion, and production Python code.
Read → Layer 3 — TradingBuild an OpenClaw Kalshi Tracker Skill — Monitor Event Contract Prices & Order Books
Build a custom OpenClaw skill that tracks Kalshi event contract prices, order book depth, and recent trades. Complete SKILL.md, setup guide, and integration with the Kalshi Public API.
Read → Layer 3 — TradingBuild an OpenClaw Polymarket Monitor Skill — Track Prediction Market Prices & Volume
Build a custom OpenClaw skill that monitors Polymarket prediction markets for price movements, volume spikes, and new listings. Complete SKILL.md, setup guide, and integration with the Polymarket Gamma and CLOB APIs.
Read → Layer 4 — IntelligenceCalibration and Model Evaluation: How Agents Know Their Models Are Good
The mathematical framework for evaluating prediction model accuracy — calibration plots, Brier score decomposition, ECE, Hosmer-Lemeshow tests, and automated calibration audits for betting agents.
Read → Layer 2 — WalletCrypto and DeFi Prediction Markets: Volatility, Liquidation, and Yield Math
The mathematics of stablecoin risk, gas optimization, impermanent loss, liquidity provision yield, collateralization, liquidation cascades, and bridge risk for prediction market agents operating on-chain.
Read → Layer 4 — IntelligenceExpected Value (EV) for Prediction Market Agents: The Only Metric That Matters
Why expected value is the only correct objective function for autonomous betting agents. Formal EV derivation, EV per dollar risked, EV per unit of time, and Python implementation for agent decision pipelines.
Read → Layer 4 — IntelligenceGame Theory for Prediction Market Agents: Nash Equilibrium and Adversarial Play
Game-theoretic framework for autonomous prediction market agents: Nash equilibrium, no-trade theorem violations, information asymmetry, market impact modeling, stealth execution on Polymarket CLOB, and predatory trading detection.
Read → All LayersGlossary of Betting Math Terms: 200+ Definitions for Agent Developers
Comprehensive A-Z glossary of every mathematical, statistical, and betting term used in the AgentBets Math Behind Betting series. Each entry includes a precise definition, the formula where applicable, and cross-references to the guide covering it in depth.
Read → All LayersLine Movement Explained: Why Odds Change and What It Means
Why betting odds change, how sharp money moves lines, what reverse line movement and steam moves signal, closing line value explained, and how prediction market prices move differently.
Read → Layer 3 — TradingLMSR and Automated Market Makers: The Math Behind Prediction Market Liquidity
Derives the Logarithmic Market Scoring Rule (LMSR) cost function, price function, and bounded loss theorem. Compares LMSR to CLOB and constant-product AMMs for autonomous agent trading.
Read → Layer 4 — IntelligenceMarket Manipulation Detection: Math for Identifying Artificial Price Movements
Statistical methods for detecting wash trading, spoofing, and artificial price movements in prediction markets. Martingale tests, Benford's law, variance ratio tests, and graph-based wash trading detection for autonomous agents.
Read → Layer 4 — IntelligenceMonte 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 3 — TradingMulti-Outcome Markets: Combinatorial Math and Conditional Probability
The mathematics of n-outcome prediction markets, combinatorial market makers that avoid exponential blowup, and conditional probability markets — with Python implementations for autonomous agents.
Read → Layer 4 — IntelligencePolitical Prediction Markets: Modeling Elections with Fundamentals and Polls
How to build quantitative models for political prediction markets using economic fundamentals, poll aggregation, state-level correlation modeling, and t-distribution win probability conversion.
Read → Layer 3 — TradingPrediction Market Math 101: Prices, Probabilities, and the No-Arbitrage Condition
How prediction market prices equal implied probabilities, why mispricing creates arbitrage, and how agents extract probabilities from Polymarket and Kalshi orderbooks.
Read → Layer 4 — IntelligencePrediction Market Scoring Rules: Brier, Logarithmic, and Proper Scoring
Derives the Brier score and logarithmic scoring rule, proves both are proper, and shows how autonomous agents use scoring rules to evaluate forecast quality against prediction market consensus.
Read → Layer 4 — IntelligenceProbability Distribution Cheat Sheet for Betting and Prediction Markets
Quick reference guide to every probability distribution a betting agent needs: PDF/PMF formulas, parameter estimation, scipy.stats code, and worked examples for Bernoulli, Binomial, Poisson, Normal, Log-normal, Beta, Exponential, Negative Binomial, Student's t, Dirichlet, and Uniform distributions.
Read → All LayersRegulated vs. Offshore Betting Platforms: Sportsbooks & Prediction Markets Compared (2026)
Regulated vs offshore sportsbooks and prediction markets compared across legality, odds, payouts, safety, crypto support, API access, and agent compatibility. Everything you need before your first deposit.
Read → Layer 4 — IntelligenceThe Efficient Market Hypothesis in Prediction Markets: When and Why Markets Get It Wrong
Where prediction markets fail to be efficient, why systematic mispricings persist, and how autonomous agents exploit weak-form, semi-strong, and strong-form inefficiencies on Polymarket, Kalshi, and sportsbooks.
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 →Agent Alpha Weekly: 14 of Polymarket's Top 20 Wallets Are Bots, Realbet Opens AI Poker Tables, Rain Protocol Ships Agent SDK
This week: bots dominate Polymarket's leaderboard, Realbet.io lets AI agents play poker for real money, Novig raises $75M, Rain Protocol launches an OpenClaw-compatible SDK with $5M in grants, and Circle data shows 400K+ agents settling in USDC.
Read → Layer 3 — TradingDrift BET Review: Solana Prediction Markets on Drift v2 Protocol
Drift BET is Solana's prediction market layer, implemented as a special class of Drift v2 perp markets. Fully collateralized, SDK-native, and agent-ready via Gateway.
Read → Layer 3 — TradingHow to Build a Drift BET Agent on Solana
Developer guide to building an autonomous prediction market agent on Drift BET (Solana). Covers SDK setup, market discovery, Data API, Gateway execution, delegation, and production architecture.
Read → Layer 3 — TradingOpinion (OPN) Review: AI-Powered Macroeconomic Prediction Exchange
Opinion (OPN) marketplace review — the AI-powered decentralized prediction exchange for macroeconomic trading, with CLOB execution, on-chain settlement, and Python/TypeScript SDKs.
Read → Layer 3 — TradingPolymarket US vs Offshore API Comparison: Authentication, Settlement & Developer Gotchas (March 2026)
Side-by-side comparison of Polymarket US, Polymarket Global, Kalshi, and offshore sportsbook APIs. Covers authentication, settlement, rate limits, SDKs, and the most common developer issues as of March 2026.
Read → Layer 3 — TradingPredict.fun Review: BNB Chain Prediction Market with DeFi Yield
Predict.fun marketplace review — the BNB Chain prediction market with yield-bearing positions, casual-first market design, and full REST API with Python and TypeScript SDKs.
Read → Layer 3 — TradingPredictIt Review: CFTC-Regulated Political Prediction Market
PredictIt marketplace review — the CFTC-regulated political prediction market with 400K+ users, public API, and the deepest library of US election contracts.
Read → Layer 3 — TradingRain Protocol Review: Permissionless Prediction Market Infrastructure for AI Agents
Rain is a decentralized prediction market protocol on Arbitrum that lets AI agents create, deploy, and monetize independent prediction markets on any topic via its AI-agent-ready SDK and Delphi oracle.
Read →Bracket Season is Agent Season: Trading March Madness on Prediction Markets
March Madness prediction market trading on Kalshi and Polymarket in 2026 — $60M+ in futures volume, 465 active NCAA markets, and why autonomous agents have the edge.
Read →Polymarket Opens 'The Situation Room' Bar in DC — Prediction Markets Get Their First Sports Bar
Polymarket is opening The Situation Room in Washington, D.C. — a bar with live prediction market screens, Bloomberg terminals, and flight radar. It's the physical version of Glint.trade, and it signals where prediction market culture is headed.
Read →Prediction Markets vs Sports Betting: Which Is Actually Better for Your Bankroll?
Prediction markets vs sports betting compared on vig, limits, parlays, automation, and long-term edge. Which platform type wins for sharps, recs, and agent builders in 2026?
Read →NVIDIA Launches NemoClaw at GTC 2026 — Enterprise AI Agents Get the Security Layer Prediction Markets Need
NVIDIA announced NemoClaw at GTC 2026, an open-source enterprise agent platform built on OpenClaw. Here's why it matters for prediction market builders and the agent betting stack.
Read →China Surges 26 Aircraft and 83 Ship Transits Near Taiwan While U.S. Fights Iran — The Semiconductor Crisis No One Is Pricing
China deployed 26 military aircraft and 83 ship transits near Taiwan in March 2026 while the U.S. fights Iran. TSMC produces 90% of advanced chips. Prediction markets price invasion at 11%. An AI agent could have traded this signal in seconds.
Read →PBot1 on Polymarket — Reverse-Engineering a Live Trading Bot's Strategy
Deep analysis of PBot1, an active Polymarket trading bot. We break down its likely architecture, strategy, and how you'd replicate it using the agent betting stack.
Read →Q-Day Is Coming — And Sportsbooks Aren't Ready
Quantum computing threatens the cryptographic foundations, odds models, and smart contracts powering regulated sportsbooks, offshore operators, and prediction markets. Here's the real threat model.
Read →Game Theory for Prediction Market Bots: How an Agent Exploits the Gulf Security Pivot
How a prediction market bot applies game theory to the Gulf states' security reassessment — mapping geopolitical signal chains from Reuters analysis to Polymarket positions on oil, Hormuz, and petrodollar contracts.
Read →RentAHuman.ai Gives Prediction Market Agents a Meatspace Layer — And It Changes Everything
RentAHuman.ai lets AI agents hire humans for physical-world tasks via MCP and REST API. Here's why prediction market agents with ground-truth human intelligence will crush pure-LLM competitors.
Read →Programmable Payments Will Turn Sports Betting Into a Routing Business
X Money, stablecoin rails, and agentic wallets are converging to dissolve the closed sportsbook ecosystem. The winners will control routing intelligence, not bankroll custody.
Read → Layer 4 — IntelligenceBest LLMs for Prediction Market Agents: Model Selection Guide (2026)
How to choose the right LLM for autonomous prediction market agents. Covers GPT-5.4, Claude, Gemini, open-weight models, specialized tool-calling models, and hybrid architecture patterns.
Read →The Fertilizer Crisis No One Priced In — How an AI Agent Could Have Seen It Coming
The Iran war triggered a global fertilizer shock that prediction markets missed. Here's the exact data pipeline an AI agent would have used to connect Strait of Hormuz closure to urea prices, agricultural futures, and Polymarket positions — weeks before Bloomberg ran the headline.
Read →Meta Just Bought the Identity Layer for Agent Betting
Meta acquired Moltbook, the agent identity registry that powers Layer 1 of the agent betting stack. What happens when the world's largest social platform owns the verification system your betting bot depends on?
Read →Nvidia NemoClaw Gives Enterprise Agents a Trading Floor — Prediction Markets Are Next
Nvidia's open-source NemoClaw platform brings enterprise-grade AI agents to market. Here's why prediction market builders should pay attention to GTC 2026's biggest announcement.
Read →AI Agent Flags BWXT as Sole-Source Naval Play — How Autonomous Systems Spotted the Monopoly Before the Market
An AI betting agent identified BWX Technologies (BWXT) as a high-conviction trade by chaining geopolitical event data with defense supply chain analysis. BWXT is the sole manufacturer of naval nuclear reactors for every U.S. submarine and aircraft carrier.
Read → All LayersAI Betting Agent Platforms: The Complete Comparison for 2026
Every platform for building AI betting agents compared — OpenClaw, Olas Polystrat, Polymarket Agents, CrewAI, OctoBot, and more. Covers prediction markets and sportsbooks.
Read → All LayersComposable Agent Tools for Prediction Markets: Skills, MCP Servers, and the Modular Agent Stack
How composable agent tools — OpenClaw skills, MCP servers, and modular frameworks — enable autonomous prediction market trading across Polymarket, Kalshi, and Manifold.
Read →From ClawdBot to OpenClaw: What the Biggest Agent Framework Means for Prediction Market Builders
OpenClaw's chaotic naming history, OpenAI acquisition, and 196K GitHub stars make it the dominant agent framework. Here's what prediction market builders need to know.
Read →Gulf States Weigh Force Majeure on US Contracts — Prediction Markets Price the Fallout
Three of the four largest Gulf economies are reviewing force majeure clauses on US investment contracts. Here's what Polymarket, Kalshi, and autonomous agents are pricing in.
Read →OpenClaw Agent Framework Review
OpenClaw is the largest open-source AI agent framework (196K+ GitHub stars) with a composable skills marketplace for autonomous prediction market trading.
Read → Layer 4 — IntelligenceOpenClaw for Prediction Markets: The Complete Agent Builder's Guide
How to use OpenClaw's composable skills framework to build autonomous prediction market trading agents for Polymarket, Kalshi, and more.
Read → Layer 4 — IntelligenceOpenClaw vs Olas Polystrat: Side-by-Side Comparison for Prediction Market Bots (2026)
Compare OpenClaw and Olas Polystrat for autonomous prediction market trading. Architecture, strategies, costs, risk controls, and which platform fits your use case.
Read →PolyClaw Trading Skill Review
PolyClaw is a Python-based OpenClaw skill for autonomous Polymarket trading with split + CLOB execution and LLM-powered hedge discovery.
Read →Polymarket Didn't Move Offshore — They Never Left
Polymarket runs two separate entities: a CFTC-regulated US exchange and an unregulated international site hosting war, nuclear, and assassination markets. Here's what the dual-entity structure means for agent builders.
Read →Professor Jiang's 'Predictive History' Went Viral — AI Agents Are Already Doing It Better
Professor Jiang Xueqin's game-theory-based geopolitical predictions went viral. Prediction market agents are automating the same methodology — and putting real money behind it.
Read → All LayersAre Prediction Markets Legal? US Regulation, State Laws, and Platform Rules in 2026
Are prediction markets legal in the US? Complete guide to CFTC regulation, Kalshi's legal status, Polymarket restrictions, state laws, and election betting rules in 2026.
Read →Brain vs. Brain: When Biological Agents Fight Each Other in Games — And You Bet on the Winner
Cortical Labs' CL1 neurons already play Doom. The next step is pitting biological agents against each other — and opening prediction markets on which brain wins.
Read → Layer 3 — TradingHow Prediction Market Odds Work: Probability, Pricing, and Finding an Edge
How prediction market odds and pricing work. Convert between probability, decimal odds, and American odds. Learn how to spot mispriced markets and why AI agents do it better.
Read → All LayersPrediction Markets 101: What They Are, How They Work, and How to Start Trading
What are prediction markets and how do they work? Complete 2026 guide covering Polymarket, Kalshi, how to place your first trade, common strategies, and how AI agents are transforming prediction market trading.
Read →An AI Agent Started Mining Crypto on Its Own — Prediction Markets Should Be Paying Attention
Alibaba's ROME agent spontaneously started mining cryptocurrency during training. What happens when economically motivated agents discover prediction markets?
Read →Coinbase Wants to Tokenize Everything — Here's What That Means for Prediction Market Agents
Coinbase is building an everything exchange where stocks, bonds, prediction markets, and real estate trade on the same blockchain rails. Here's what tokenization means in plain English and why it matters for AI agents trading prediction markets.
Read → Layer 4 — IntelligenceGnosis prediction-market-agent-tooling: The Unofficial Developer Guide
The first comprehensive guide to Gnosis prediction-market-agent-tooling (PMAT). Documents the undocumented AgentMarket class, DeployableTraderAgent pattern, platform support matrix, and how to build a production agent from scratch.
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 LayersHow to Build a Prediction Market Agent from Scratch
Build a cross-platform arbitrage bot for Polymarket and Kalshi in Python. Complete code walkthrough with wallet integration, risk management, and testing.
Read →Oil Hits $90, BlackRock Gates Withdrawals: How OSINT Agents Could Have Front-Run the Crisis
WTI crude broke $90 and BlackRock limited withdrawals from its $26B private credit fund on the same day. An OSINT-powered prediction market agent could have seen both coming weeks earlier.
Read → Layer 4 — IntelligenceOSINT Intelligence Tools for Prediction Market Agents
How autonomous agents use open-source intelligence to trade prediction markets faster than humans. Signal taxonomy, OSINT tools, pipeline architecture, and risk management.
Read →AI Sports Betting & Prediction Market News
Breaking news covering AI agents, sportsbooks, odds movements, prediction markets, and betting infrastructure. Analysis, market intelligence, and regulatory updates — refreshed daily.
Read → Layer 4 — IntelligenceHow to Bet on March Madness 2026 with an AI Agent
Complete guide to using AI agents for March Madness betting. Tournament modeling, bracket simulation, upset detection, prop analysis, and cross-platform arbitrage across sportsbooks and prediction markets.
Read → Layer 4 — IntelligenceHow to Bet on the 2026 NBA Playoffs with an AI Agent
Complete guide to using AI agents for NBA Playoff betting. Series pricing, prop adjustments, live betting automation, and cross-platform strategies across sportsbooks and prediction markets.
Read → Layer 4 — IntelligenceHow to Bet on the 2026 NFL Draft with an AI Agent
Complete guide to using AI agents for NFL Draft betting. Mock draft aggregation, combine data analysis, cross-platform arbitrage, and automated Draft prop strategies.
Read → Layer 4 — IntelligenceWorld Cup 2026 AI Betting: Build a Prediction Agent
Build an AI agent to analyze World Cup 2026 odds across prediction markets and sportsbooks. Python code for match prediction and bet execution.
Read →X Money Goes Live: What Musk's Financial Super-App Means for Prediction Markets and AI Agents
X Money launched in limited beta with peer-to-peer payments, a Visa debit card, and 6% APY. Crypto integration is next. Here's what it means for prediction market distribution, agent wallet infrastructure, and the emerging wallet wars.
Read →Kalshi Insider Trading Probe: What the MrBeast Editor Firing Means for Prediction Market Integrity
Kalshi's insider trading probe led to a MrBeast editor firing. What it means for prediction market integrity, regulation, and AI trading bots.
Read →What CFTC Perpetual Futures Approval Would Mean for AI Sports Betting Bots and Algorithmic Traders
If the CFTC approves perpetual futures for event contracts, it would open a regulated on-ramp for algorithmic sports betting bots. Here's what developers and quants need to know.
Read → Layer 2 — WalletCoinbase x402 Protocol Explained: How It Powers AI Betting Agents and Autonomous Payments
How the Coinbase x402 protocol enables AI betting agents to make autonomous payments without human approval loops.
Read →Polymarket Removes Nuclear Detonation Market: What It Means for Platform Trust and Decentralized Prediction Markets
Polymarket removed a nuclear detonation prediction market, reigniting debate about platform moderation, censorship, and what decentralization really means.
Read →DraftKings Predictions: Event Contracts, Railbird Acquisition & Agent Trading Guide
Deep dive into DraftKings Predictions — CFTC-regulated event contracts built on the Railbird acquisition. How it compares to Polymarket and Kalshi, arbitrage opportunities, and what it means for AI agents.
Read →DraftKings vs. Polymarket: Sportsbook Giant Meets Prediction Market Leader
DraftKings vs. Polymarket compared across regulation, markets, odds, API access, fees, and AI agent compatibility. The definitive comparison for 2026.
Read → Layer 4 — IntelligenceHow to Use AI Agents for Super Bowl Betting: The Perennial Guide
The complete guide to using AI agents for Super Bowl betting. Prop market analysis, line shopping, cross-platform arbitrage, live betting automation, and agent architecture for the NFL's biggest game — updated annually.
Read →Kalshi vs. DraftKings Predictions: CFTC-Regulated Event Contracts Compared
Kalshi vs. DraftKings Predictions head-to-head. Both are CFTC-regulated — compare markets, fees, API access, liquidity, and AI agent compatibility.
Read →Polymarket vs. Kalshi vs. DraftKings Predictions: Every Prediction Market Compared
Three-way comparison of Polymarket, Kalshi, and DraftKings Predictions. Regulation, fees, API access, liquidity, markets, and AI agent compatibility across every major prediction market platform.
Read → All LayersPrediction Market Terminology: 80+ Terms Every Trader and Developer Should Know
Complete glossary of prediction market terms. From binary contracts to CLOB mechanics, AMM pools to settlement — every concept explained for traders and developers.
Read → Layer 4 — IntelligenceSports Betting vs. Prediction Markets: The Complete Guide for Traders and Developers
Definitive comparison of sports betting and prediction markets. Mechanics, odds formats, regulatory differences, and how AI agents are bridging both worlds.
Read → Layer 4 — IntelligenceThe Convergence of Sportsbooks and Prediction Markets: What Developers Need to Know
DraftKings Predictions, FanDuel futures, Robinhood event contracts — sportsbooks and prediction markets are merging. Technical analysis of the convergence and what it means for AI agents.
Read → Layer 3 — TradingThe Prediction Market Trading Layer: How Agents Execute Trades in 2026
Complete overview of Layer 3 — Trading for prediction market agents. Polymarket CLOB, Kalshi REST, DraftKings Predictions, unified APIs, and agent execution patterns compared.
Read → Layer 2 — WalletX Money and Prediction Markets: The Complete Guide for Agent Builders (2026)
X Money entered external beta March 4, 2026. Here's exactly how Elon Musk's super-app wallet changes prediction market agents, agentic payments, and the four-layer agent betting stack.
Read → Layer 3 — TradingBest Kalshi Trading Bots Ranked (2026)
Kalshi trading bots ranked for 2026. Open-source AI agents, multi-model ensembles, sentiment bots, and research tools — all verified on GitHub.
Read →Agent Alpha Weekly #1: New Bots, Market Trends, and Builder News
Agent Alpha Weekly #1: new prediction market agents, platform updates, volume trends, tool releases, and community highlights.
Read →Best Sports Betting Bot for Prediction Markets 2026: Top Picks
Best sports betting bots for prediction markets in 2026. AI-powered modeling, odds comparison, and automated trading on Polymarket and Kalshi.
Read →How a Polymarket Arbitrage Bot Made $150K: A Deep Dive
On-chain data reveals how an arbitrage bot captured $150K+ across ~50,000 Polymarket trades. Strategy breakdown, tech stack, and key takeaways.
Read → All LayersHow to Automate Prediction Market Trading: The Complete 2026 Guide
2026 guide to automating prediction market trading. From no-code copy-trading to custom bots on Polymarket, Kalshi, and more.
Read → All LayersHow to Build a Prediction Market Agent People Will Pay For
Build prediction market agents buyers want. Architecture, strategy selection, trust infrastructure, testing, packaging, and distribution.
Read → All LayersHow to Buy a Market-Making Bot for Kalshi: Buyer's Checklist
Buyer's checklist for a Kalshi market-making bot. What to evaluate, API setup, spread configuration, inventory management, and risk controls.
Read → All LayersHow to Buy an Arbitrage Bot for Polymarket: Complete Buyer's Guide
Buy a Polymarket arbitrage bot with confidence. What to evaluate, performance checks, wallet setup, configuration, and avoiding scams.
Read → All LayersHow to Buy or Rent a Prediction Market Agent: The Complete Buyer's Guide
Buyer's guide to purchasing or renting AI prediction market agents. Evaluation criteria, red flags, pricing, and verified performance.
Read → All LayersHow to Choose the Right Prediction Market Bot: Decision Framework
Decision framework for choosing the right prediction market bot. Strategy types, platform fit, budget tiers, and skill requirements.
Read → All LayersHow to Rent a Copy-Trading Agent for Kalshi: Step-by-Step Setup
Rent a copy-trading agent for Kalshi. Find reputable agents, connect via API, configure trade mirroring, and manage risk with capital limits.
Read → All LayersHow to Rent a Sentiment Analysis Bot for Polymarket: Quick Start
Rent a Polymarket sentiment analysis bot. Find providers, connect your wallet, configure signal thresholds, and manage risk.
Read → All LayersHow to Sell Your Prediction Market Bot: The Complete Guide to Monetizing AI Trading Agents
Sell, license, and monetize your prediction market bot. Pricing, licensing models, packaging, trust-building, and where to list.
Read → All LayersHow to Set Up an Agent Rental Business for Prediction Markets
How to rent out prediction market AI agents. Multi-tenant architecture, pricing tiers, onboarding, financial modeling, and scaling.
Read →Offshore Sportsbook + Prediction Market Arbitrage: A Developer's Guide
Arbitrage between offshore sportsbooks and prediction markets like Polymarket and Kalshi. Odds conversion, market matching, and Python code.
Read →Prediction Markets vs. Offshore Sportsbooks: Which Is Better for Automated Betting?
Prediction market vs offshore sportsbook API comparison for bot builders. Polymarket vs Bovada, Kalshi vs BetOnline — APIs and policies.
Read → All LayersRevenue-Sharing Models for AI Prediction Agents
Revenue-sharing models for prediction market AI agents. Five structures — profit-split, high-water mark, hurdle rate, tiered, and hybrid.
Read → Layer 3 + Layer 4Build a Polymarket Trading Bot in Python — Quickstart Guide (2026)
Build a Polymarket trading bot in Python. Market scanning, signal generation, order execution, and risk controls with complete code.
Read → Layer 4 — IntelligenceCross-Market Arbitrage: Sportsbooks vs. Prediction Markets
Find arbitrage between sportsbooks, Polymarket, and Kalshi. Fee structures, settlement risk, event matching, and a Python scanner.
Read → Layer 3 — TradingDome vs pmxt vs OddsPapi: Unified Prediction Market API Comparison (2026)
Unified prediction market API comparison: Dome, pmxt, and OddsPapi. Architecture, data coverage, pricing, and code examples.
Read → Layer 4 — IntelligenceAgent Intelligence Guide: LLM Analysis for Prediction Markets
Build the brain of your prediction market agent. LLM prompt patterns, sentiment analysis, Bayesian estimation, and edge detection.
Read →API Playground
Run real queries against Polymarket and Kalshi prediction market APIs directly in your browser. Explore markets, order books, and prices with zero setup.
Read →BingX TradFi + Prediction Markets: The Agent Execution Stack Just Got a New Layer
BingX now offers TradFi perpetual futures via API. How to wire Kalshi and Polymarket signals into BingX for automated TradFi execution.
Read → Layer 3 — TradingKalshi API
REST API for the leading CFTC-regulated US prediction market exchange. Event contracts on politics, economics, weather, sports, and more.
Read → Layer 3 — TradingKalshi API Guide: Python SDK Setup, RSA Auth & Demo Sandbox (2026)
Connect to the Kalshi API with Python. RSA-PSS authentication, demo vs production base URLs, REST v2 endpoints, WebSocket streaming, and kalshi-python SDK quickstart.
Read → Layer 4 — IntelligenceKalshi News Bot: Open-Source AI Trading Bot for Prediction Markets
Open-source Python trading bot for the Kalshi prediction market API. Uses Claude AI to find mispriced events and trade automatically. ~300 lines, one-click deploy.
Read → Layer 3 — TradingPolymarket API Tutorial: Python Authentication, Orders & WebSocket Streaming (2026)
Step-by-step Polymarket API tutorial. Set up py_clob_client authentication, place your first order, stream prices via WebSocket, and handle rate limits — with tested Python code.
Read → Layer 3 — TradingPolymarket CLI
Polymarket CLI: Rust-based command-line tool for querying prediction markets, placing trades, and reading order books. JSON output for AI agents and scripts.
Read →Why We Built AgentBets.ai
AI agents are about to start betting autonomously on prediction markets. Here's why we built the resource hub for this emerging ecosystem.
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