An Experiment With AI Crypto Trading Bots: What to Know Before You TryAutomated crypto trading bots are everywhere right now. Promises range from “passive income” to “AI-powered market beating,” and separating signal from noise isn’t easy. I looked at one such tool — Aurum’s EX AI crypto trading bot.What Is the EX AI Trading Bot?The EX AI bot is presented as an automated crypto trading system that operates on centralized exchanges. According to its creators, it uses algorithmic strategies rat...

An Experiment With AI Crypto Trading Bots: What to Know Before You TryAutomated crypto trading bots are everywhere right now. Promises range from “passive income” to “AI-powered market beating,” and separating signal from noise isn’t easy. I looked at one such tool — Aurum’s EX AI crypto trading bot.What Is the EX AI Trading Bot?The EX AI bot is presented as an automated crypto trading system that operates on centralized exchanges. According to its creators, it uses algorithmic strategies rat...

This case study documents the development and live testing of an AI-driven trading model designed to operate on high-frequency market data. The goal was not price prediction in the traditional sense, but exploiting short-lived inefficiencies in market structure — specifically, how liquidity and order flow evolve before price reacts. The model was tested in real-market conditions with real capital.Core IdeaThe central assumption behind the model was simple:Price is a consequence, not the signa...

This case study documents the development and live testing of an AI-driven trading model designed to operate on high-frequency market data. The goal was not price prediction in the traditional sense, but exploiting short-lived inefficiencies in market structure — specifically, how liquidity and order flow evolve before price reacts. The model was tested in real-market conditions with real capital.Core IdeaThe central assumption behind the model was simple:Price is a consequence, not the signa...