Types of AI Trading Agents
Classify agents by decision graph, inputs, and mandate—then match risk and architecture to the type.
AI × Crypto Markets
Intelligence for autonomous trading systems
Signal Desk is a research blog on AI trading agents — architecture, risk, evaluation, and the practical reality of shipping systems that act in live markets.
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Agent mindset
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How to Build an AI Trading Agent
A practical roadmap from narrow scope and data integrity through risk gates, paper trading, and limited-live promotion — without skipping the boring rails.
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AI Trading Agent vs Trading Bot
Autonomy spectrum, comparison table, and when a simple bot beats an overbuilt agent.
What Is an AI Trading Agent?
How autonomous agents differ from classic bots — and the stack that makes them production-ready.
Architecture of Modern Trading Agents
Perception, reasoning, execution, and memory — a blueprint for multi-module crypto agents.
Risk Management for AI Traders
Position sizing, kill switches, and why the best agents are defined by what they refuse to do.
Coverage
Topics we track
AI trading agents
Types of agents
Agent vs bot
How to build
LLM market analysis
Agent architecture
Risk systems
Backtesting
On-chain signal
Execution quality
Crypto infrastructure
Build agents that survive contact with markets
Practical research for engineers and desks shipping autonomous trading systems — not signal-selling noise.
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