AIIntermediate#Reasoning#Limitations
Context Window
C
Definition
The maximum amount of information (tokens) an AI model can 'remember' and process at any single moment during reasoning.
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Concept Diagram
Key Takeaways
1
The context window is the maximum amount of text an AI model can process in a single interaction
2
Larger context windows allow processing more market data, charts, and news simultaneously
3
GPT-4 supports 128K tokens while newer models exceed 1M tokens of context
4
Efficient context management is critical for AI trading agents analyzing multiple data streams
Practical Example
A trading agent with a 128K context window can analyze 6 months of daily candle data, 50 recent news articles, and current order book depth simultaneously — while a 4K window agent can only see the last few hours.
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Related Terms
AI
LLM ReasoningThe process by which an AI agent uses large language models (like DeepSeek or Claude) to parse news and market data into trading decisions.
AI
Chain of Thought (CoT)A prompting technique where the AI agent is encouraged to 'think step-by-step', improving logical reasoning in complex trading scenarios.
AI
Prompt EngineeringThe art of crafting specific text inputs to get more accurate or specialized behavior from an AI agent.
AI
RAG (Retrieval-Augmented Generation)An AI framework that allows LLMs to pull real-time data from external sources (blockchains/news) before generating a response.
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