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Polymarket / Prediction markets

20 articles

how-to

Kalshi API Tutorial: Build Your First Market Monitor

Build a read-only Kalshi market monitor before adding orders. This tutorial retrieves a small set of open markets, reads dollar-denominated quotes, preserves missing values, and saves the market rules with a timestamp. The Python example uses the standard library and needs no API key for these public market reads.

·Nick H
comparison

Polymarket Copy Trading Bots: How to Choose

A Polymarket copy trading bot watches another trader and submits separate orders for your account. Your execution price, size and timing can differ from theirs. Start by comparing controls, data quality and actual fills, then test whether the trades you want to follow can be copied under your own limits.

·Nick H
how-to

Polymarket API Guide: Read Markets, Prices and Place Orders

The Polymarket API is two services: the Gamma API for market and event data, and the CLOB API for order books, prices and orders. Reading needs no key. Placing an order needs a wallet signature and API credentials derived from that wallet. Here is how each part works, with a request you can run now.

·Nick H
explainer

Can You Compete With AI Agents in Prediction Markets? (2026)

You cannot beat AI agents in prediction markets by trading manually: they read news faster, price niche events better, and never sleep. But you can compete by running your own agent. The edge in 2026 is not human-vs-AI; it is whose AI, on which venue, with what information. This is the honest assessment of where humans still win, where agents dominate, and how to level the field.

·Nick H
comparison

Prediction Market Automation Tools: What to Choose

Choose prediction-market automation by the job you need done: research, copying another trader, executing fixed rules or building a custom workflow. Compare the data source, permissions, order controls and operating work. A feature list is useful only when you can verify how the tool handles missing data and incomplete actions.

·Nick H
cornerstone

AI Agents for Prediction Markets: The Complete 2026 Guide

A prediction-market agent can discover contracts, collect source material, and produce a repeatable briefing. In NickAI, market data, model analysis, and order placement are separate workflow stages you can inspect.

·Nick H
comparison

NickAI vs Almanak: The Honest Comparison of Agentic Trading Platforms

Almanak is the closest direct competitor to NickAI in the agentic trading category: both are non-custodial runtimes where AI agents make trading decisions on the user's behalf. The differences are real but narrower than against any other competitor in this space. Almanak emphasises quant-strategy authoring on DeFi; NickAI emphasises multi-LLM consensus across Polymarket, Kalshi, and CEX venues. This is the honest comparison.

·Nick H
how-to

How a NickAI Prediction-Market Workflow Works

NickAI prediction-market workflows connect data nodes, analysis, conditions, and explicitly configured actions. Inspect the actual template to see what runs, which sources it uses, and whether it includes any order step.

·Nick H
analysis

The 2026 World Cup Group of Death: A Multi-LLM AI Analysis

Every World Cup has a Group of Death: the group where the draw produces three or more legitimate contenders for only two advancement slots. The 2026 expanded format (48 teams, 12 groups of 4) makes the analysis harder, not easier. Multi-LLM consensus across Claude, GPT, and Gemini converges on the specific group, the per-team qualification probabilities, and the Polymarket group-stage markets that are mispriced.

·Nick H
analysis

Lionel Messi at the 2026 World Cup: AI Predictions, Odds, and the Argentina Path

Lionel Messi enters the 2026 FIFA World Cup as the defending champion and probable last-tournament captain of Argentina. Polymarket prices Argentina at 11% to retain the trophy; a multi-LLM consensus model puts the true probability at 15%. This is the model's analysis: the path, the disagreements with the market, and the structural reason Argentina is the largest single mispricing in the field.

·Nick H
cornerstone

Polymarket Soccer Markets: The Complete 2026 Guide

Soccer is the second-largest category on Polymarket after politics, with billions cleared across league, cup, and tournament markets, and the 2026 World Cup Winner contract alone has traded $1.2B. This is the complete map: every market type, the spread economics, the legal access map by jurisdiction, and the AI angles that actually work.

·Nick H
cornerstone

Polymarket World Cup 2026: The Complete Trader's Guide

The 2026 FIFA World Cup is the largest sports event ever priced on a prediction market: $1.2B+ already traded on Polymarket's Winner market alone, with France 18%, Spain 17%, and Europe 71% to lift the trophy. This is the complete guide: every major market, how to access them in the US and internationally, the fee structure, and the five strategies traders actually use.

·Nick H
comparison

Kalshi vs Polymarket: The Honest Comparison for Event Traders

Kalshi and Polymarket are the two prediction market venues that matter, and they are not interchangeable. Kalshi is US-regulated dollars in a central order book; Polymarket is global USDC on Polygon. The 2026 World Cup stress-tested both at record volume. Here is what that revealed about which venue fits your trading.

·Nick H
comparison

Prediction Markets vs Sports Betting for AI: Where the Edge Actually Is

Prediction markets and sports betting look superficially similar: both are bets on outcomes priced in real time. They are not the same market for AI. Prediction markets reward natural-language reasoning over heterogeneous evidence; sports betting rewards numerical modelling against established statistical baselines. An LLM dominates one and merely competes in the other.

·Nick H
cornerstone

Prediction Market Trading: AI Strategies for 2026

Prediction markets price natural-language events, and language models read natural language better than any algorithm we had before them. The result is a category of trading where retail with an LLM and a non-custodial wallet has structural edge over institutions still building from scratch. This is the five-strategy taxonomy and how to actually deploy one.

·Nick H
explainer

Is Polymarket Legal? Country-by-Country (2026)

Polymarket is legal to use in most of the world but restricted from a specific list of countries: including the United States on the international venue, France, the United Kingdom, Singapore, Belgium, and Taiwan. US persons can legally trade prediction markets via Polymarket US, the CFTC-regulated venue Polymarket operates after acquiring QCEX. This is the country-by-country map and the legal context behind it. This is not legal advice.

·Nick H
listicle

Best Polymarket Trading Bots in 2026

Polymarket automation can use workflow platforms, API scripts, or specialized tools. Compare market discovery, account permissions, order handling, and inspectable logs before choosing an approach.

·Nick H
how-to

How to Build a Trading Bot for Polymarket

Build a Polymarket workflow in two stages: first verify market discovery, identifiers, and reporting; then review any separate order path. This walkthrough starts with a read-only NickAI market monitor.

·Nick H
explainer

Is It Legal to Use a Polymarket Bot? (2026)

Outside the United States, yes: using a bot is no different from using the website, and Polymarket itself is non-custodial. Inside the United States, you must trade on the CFTC-regulated Polymarket US venue, where automation is permitted under each user's account terms. Custodial third-party "bots" that hold your funds are a separate, much larger legal risk regardless of jurisdiction. This is not legal advice.

·Nick H
how-to

Polymarket Arbitrage Bot: Build a Scanner First

A Polymarket arbitrage bot needs more than a price-gap calculation. It must verify matching outcomes, executable depth, fees and the state of every order. Start with a read-only scanner that records the YES and NO asks, then evaluate costs and execution separately. Two fill-or-kill orders do not make a two-leg trade atomic.

·Nick H