Prediction market strategies, platform deep-dives, and data-driven analysis to sharpen your edge.

Comparing the best prediction market data APIs: Prediction Hunt, Polymarket CLOB, Kalshi REST, Opinion, and Predict.fun. Rate limits, authentication, cross-platform coverage, and which API to build on for bots, dashboards, and research.

A technical walkthrough of the APIs, SDKs, strategies, and hard-earned lessons behind building automated trading systems for prediction markets — from your first API call to a working bot.

The Kelly Criterion, fractional Kelly, correlation risk, and why most prediction market traders blow up not because they're wrong — but because they bet too much when they're right.

Polymarket now charges taker fees on every category: Crypto 1.80%, Sports 0.75%, Politics 1.00%, Finance 1.00%, Economics 1.50%, Culture 1.25%. US traders pay a flat 0.30%. Maker orders (limit orders) are still free. Here's the full 2026 fee breakdown and how to minimize costs.

A Kalshi trader was fined $20,000 for insider trading in 2026. Israeli authorities arrested bettors over Iran military bets. Here's where the legal line actually is.

Kalshi lets you combine multiple event contracts into a single parlay. Here's the math behind combos, when they give you better prices, and when they're a trap.
Yes — prediction market profits are taxable income. Here's exactly what Polymarket and Kalshi traders owe, what counts as a deductible loss, and how to file without overpaying.

DraftKings charges 4.5% vig on every bet. Kalshi charges 1-2%. Here is why sharp sports bettors are switching to prediction markets in 2026.

Walkovers explained: definition, differences vs. retirement/default, implications and betting rules.

A practical guide to alternate receiving yards: how they work, risks, and strategies.

Reverse line movement (RLM) explained: why lines move against public betting, how to spot it early, and when to use it.

Polymarket now charges category-based fees up to 1.8%. Kalshi charges up to 1.75%. Opinion has a $0.25 minimum. See the full 2026 fee breakdown with real dollar examples.

A deep dive into Kalshi's regulation, legal risks, and user experience.

Add outcomes and compare to $1; a quick checklist for real-world execution.

We analyzed liquidity, fees, and legality for the 2026 midterms. See who wins the fee war between Kalshi, Polymarket, and PredictIt. Updated March 2026.

How to interpret market prices correctly: use midpoints, account for fees, and watch for uneven information.

Why "free" arbitrage often isn't: contract mismatches, invisible costs, and execution risk.

Same price ≠ same trade: depth, spread, stability, and compounding slippage behind the quote.