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Token Optimization

Learn Token Optimization as a connected topic across chapters, concepts, simulations, and interview reasoning.

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Overview

Learn Token Optimization as a connected topic across chapters, concepts, simulations, and interview reasoning.

How this topic helps

Context Window
Langchain
Llm Engineering
Memory Management

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Articles

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Article 1Context Window Management: Strategies for Long Documents and Extended ConversationsTLDR: 🧠 Context windows are LLM memory limits. When conversations grow past 4K-128K tokens, you need strategies: sliding windows (cheap, lossy), summarization (balanced), RAG (selective), map-reduce 20 min