AI & Automation in Prediction Markets: The 2026 Landscape
How AI and LLMs are transforming prediction market trading β signal generation, multi-agent systems, and building AI-powered Kalshi bots.
Read the full guideExpert guides on prediction market trading, bot building, and automated strategies β from the team that builds the tools.
How AI and LLMs are transforming prediction market trading β signal generation, multi-agent systems, and building AI-powered Kalshi bots.
Read the full guide
Weather events, sports edges, arbitrage, market making, and more β 7 proven strategies with entry rules, position sizing, and real Kalshi P&L examples.
Read the full guide
A practical guide to making money on Kalshi β from your first trade to automated strategies that generate consistent returns.
Read the full guide
Yes, Kalshi allows trading bots. Complete 2026 guide: types of bots, how they work, and how to build or use one for automated trading.
Read the full guide
Learn how to monitor and alert on production Kalshi trading bots β covering health checks, PnL drift detection, position limits, dead-man switches, and incident response.
Is Kalshi legal in your state? A comprehensive guide to Kalshi's availability across the US β which states allow it, which don't, and the regulatory battles.
Yes β you can trade oil and gas prices on Kalshi, a CFTC-regulated exchange. How WTI, Brent, gasoline, and natural gas markets work, what moves them, and how to trade them.
How to trade oil on Kalshi β WTI and Brent crude, gasoline, and natural gas markets. Settlement sources, the EIA/OPEC signal calendar, and three ways to find an edge.
Is the Bitcoin halving cycle dead? We measured all four cycles. The surprising answer: the pump is decaying on a schedule (91Γ β 29Γ β 8Γ β 2Γ), but the rhythm is alive β and here's how to trade a maturing Bitcoin.
Yes β you can bet on Bitcoin's price legally in the US. Here's how Bitcoin prediction markets work, where to trade them (Kalshi vs Polymarket), and how to automate a Bitcoin strategy with a bot.
How to trade Kalshi economic markets β CPI, jobs reports, GDP, and Fed rate decisions. Nowcasting models, timing strategies, and the data that matters.
Sports bettors are switching to Kalshi for better odds, no vig, and API access for bots. Here's why β and how to make the transition.
A practical, step-by-step guide to backtesting a Kalshi trading bot with real historical market data β covering data sourcing, simulation logic, slippage modeling, and interpreting results without fooling yourself.
How to use the Kelly criterion to optimally size your Kalshi trades. The math behind position sizing, practical adjustments, and why most traders should use half-Kelly.
We built real Kalshi arbitrage scanners and put the actual production fee formula in the math: the single-market myth, the one real edge, and why the fee dome means there's no free money on a regulated venue.
How to run a market making strategy on Kalshi β posting two-sided quotes, managing inventory risk, and earning the spread in prediction markets.
Learn when to use the Kalshi WebSocket API vs REST API in your trading bot. Covers latency, polling limits, orderbook streaming, and practical architecture patterns.
Compare Railway, Heroku, AWS Lambda, and self-hosted VPS for running a Kalshi trading bot 24/7. Costs, latency, setup complexity, and our recommendation for each use case.
Kalshi's order-status API returns filled_price=None for filled orders, so most bots book the limit price and over-report losses ~2.4x. How to detect and fix the phantom-loss trap.
We scanned Kalshi's live public order book. Most markets are too wide and thin to trade, single-market arbitrage is structurally impossible, and the market list is mostly auto-generated. What actually survives the filter.
Can you copy trade on Kalshi? We checked Kalshi's own docs, the services (Duel.trade, kalshitradingbot), and scanned 2,000 real trades. The honest guide β plus the rules-based way that works.
Bots now dominate prediction market trading. We analyze the data β how much volume is automated, what strategies bots run, and what it means for human traders.
Catalog of every open-source Kalshi trading bot: AI agents, market makers, arbitrage and weather bots β with honest notes on what each does well.
We built a Kalshi bot for cheap-contract asymmetric upside. It lost 369 paper trades in a row. Forensic breakdown of three structural flaws.
How Kalshi trading profits are taxed in the US β 1099 reporting, Section 1256 treatment, record-keeping requirements, and common mistakes to avoid.
How to build parlay-style multi-leg bets on Kalshi for outsized returns. Learn correlation pricing, leg selection, and when parlays pay off.
Complete Kalshi API guide β authentication, markets, orderbooks, placing orders, and managing positions. With Python examples.
Kalshi vs Polymarket compared in 2026: regulation, fees, markets, liquidity, and which platform is better for different types of traders.
An honest Kalshi review for 2026. We cover CFTC regulation, fund safety, fees, and whether Kalshi is worth your time and money.
How to find edge in Kalshi sports props using player projections, matchup analysis, and correlation strategies. Data-driven guide for traders.
An honest, data-driven guide to Kalshi weather (temperature) markets: how forecast models (GFS, ECMWF, Open-Meteo) price daily-high contracts, why most 'edge' is model-vs-market disagreement, and how to automate it properly.
Build automated Kalshi trading bots without coding. Create multi-step strategies with conditions, triggers, and risk controls β in minutes.
Build your first Kalshi trading bot with Python in under an hour. Covers authentication, market data, orders, and a working bot.
We tested every Kalshi trading bot and tool in 2026. Honest rankings β what works, what doesn't, and what's worth your money.
Kalshi is a CFTC-regulated exchange where you trade on real-world events. Learn how it works, what you can trade, and whether it's right for you.
Drop in Mon, Tue & Wed at 9 AM Pacific β we'll help you build and run your Kalshi bots, live. Everyone welcome, no registration.
See office hours →Can't make 9 AM? Book a free 1:1 instead.