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Trading Strategies

6 articles

comparison

Best Paper Trading Platforms in 2026: Simulators Compared

The best paper trading platform depends on what you are rehearsing. Webull and thinkorswim simulate manual stock trading, TradingView adds paper fills to its charts, Investopedia turns it into a game, and NickAI runs automated strategies with $100k of virtual money before they touch a real account.

·Nick H
guide

Paper Trading vs Backtesting: When to Use Each

Backtesting replays a strategy against history; paper trading runs it live with virtual money. Backtests answer whether the logic ever worked, paper trading answers whether it works now, on real fills and timing. The sequence that avoids both failure modes: build, backtest, paper trade, then commit small real size.

·Nick H
guide

AI Paper Trading: How to Test Any Strategy with Virtual Money

AI paper trading tests an automated workflow with virtual funds. Review the inputs, decision rules, simulated orders, and execution logs before considering a live connection. Here is a practical NickAI walkthrough.

·Nick H
guide

AI Stock Trading Bot: Build and Test an Alpaca Workflow

An AI stock trading bot combines market data, decision rules, and a brokerage connection. Build an inactive NickAI workflow, connect an Alpaca paper account, and inspect its behavior before enabling a schedule.

·Nick H
cornerstone

Mean Reversion in Crypto: An AI-Native Approach (2026)

Mean reversion, the idea that prices stretched too far from a moving average snap back, works better in crypto than in equities, but only inside specific regimes. The classical Bollinger / z-score implementations miss the regime question entirely. An AI-native version uses an LLM to classify the regime and swaps strategy accordingly. This is the architecture and the working code.

·Nick H
cornerstone

Market Making Bots in Crypto: A 2026 Guide

A market making bot quotes both sides of an order book, capturing the spread between bid and ask while managing inventory risk. In 2026 it is the most boring, well-understood strategy in crypto: outperformed in raw return by directional trading, but with a far better Sharpe ratio. This is the architecture, the math, and the working Python.

·Nick H