Mastering Context Windows: The Art of Long-Form Prompting
As AI models expand their context windows to millions of tokens, the challenge has shifted from "how much can I fit" to "how do I keep the model from getting distracted." When you dump a 50-page document into a prompt, the model often suffers from the "lost in the middle" phenomenon.
What matters today
As AI models expand their context windows to millions of tokens, the challenge has shifted from "how much can I fit" to "how do I keep the model from getting distracted.
As AI models expand their context windows to millions of tokens, the challenge has shifted from "how much can I fit" to "how do I keep the model from getting distracted." When you dump a 50-page document into a prompt, the model often suffers from the "lost in the middle" phenomenon.
To maintain high performance, you need to structure your long-form prompts with clear signposts and explicit instructions on how to prioritize information.
SYSTEM: You are an expert analyst. INSTRUCTION: I will provide a long transcript. Focus exclusively on the section titled "Strategic Initiatives." Ignore all conversational filler. If a conflict exists between the transcript and the summary, prioritize the transcript. CONTEXT: [INSERT LONG DOCUMENT HERE]
Action Steps Summary
- Use Delimiters: Wrap your data in XML tags like or to help the model identify boundaries.
- Assign Roles: Explicitly tell the model to act as a specific expert to narrow its focus.
- Chain of Thought: Ask the model to outline its reasoning before providing the final answer.
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