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TechnicalDec 20, 2024
Why Context Window Matters
As models like Claude 3.5 and Gemini 1.5 Pro expand the boundaries of what's possible with context windows, understanding how to manage this space has become a critical technical skill.
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What is a Context Window?
The context window is the total amount of information (measured in tokens) that a model can "hold in mind" at one time. This includes your prompt, the conversation history, and the model's generated response.#
Key Considerations
- The "Lost in the Middle" Effect*: Even with huge windows, models often struggle to retrieve information from the middle of a massive prompt.
- **Token Economy**: Even if the window is 2 million tokens, processing that much information is expensive and slower. Efficient prompting is still key.
- **Grounding and RAG**: Instead of dumping everything into context, use Retrieval Augmented Generation (RAG) to only provide the most relevant snippets.
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Best Practices
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Mike Chen
Expert Trainer