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From the Keel Research Team

How to build, test and run a systematic crypto strategy, how Keel compares with other tools, and where AI helps and where it gets in the way.

Updated Oct 15, 2026

Oct 15, 2026comparisonhyperliquidperpetuals

A Composer Trade Alternative for Crypto Perps

Composer automates rule-based stock and ETF portfolios. For the same build, test and automate loop on crypto perps, here is how Keel compares.

Oct 15, 2026mcpclaudehyperliquidcomparison

A TradeStation MCP Alternative for Hyperliquid

TradeStation's MCP connects Claude to a brokerage account. For Hyperliquid perps, Keel's MCP gives the assistant a strategy builder and backtest engine.

Oct 15, 2026ai-tradingriskbacktesting

Why AI Trading Strategies Blow Up

AI-written trading bots fail in predictable ways: made-up numbers, no out-of-sample test, no funding, sizing by feel. Here is a safer way to use AI.