Interactive Primer

Retrieval-Augmented Intelligence Journey

Explore how modern language model stacks transform raw text into grounded answers. Click through each stage and use the interactive controls to see the mechanics in action.

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Tokenization & Context Windows

LLMs read text as tokens. The context window defines how many tokens can be processed at once—if we exceed it, the earliest tokens fall out of memory. Drag the slider to watch the window expand.

Remaining room: 8 tokens before truncation
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Tip: Some enterprise models stretch to >200k tokens, but retrieval is still vital so you only send the most relevant slices of knowledge.

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