Kimi Long Context in Practice: Processing 10,000-Page Documents with Kimi
Kimi supports extremely long context windows, ideal for contracts, papers, and legal documents. This tutorial covers actual Kimi K2.6 usage and best practices.
Kimi's Context Advantage
Kimi K2.6 supports extremely long context, ideal for uploading entire books, contracts, or batches of papers without RAG chunking.
Use Cases
Long document summarization, legal contract review, academic paper analysis, multi-turn conversation history compression, and full codebase understanding.
Calling Example
Simply pass in the long text — no additional segmentation needed. Kimi automatically handles content within its context window.
{"model":"kimi-k2.6","messages":[{"role":"user","content":"Please summarize the key points of this long document..."}]}Cost Control Tips
Long-context calls are expensive: first use a short prompt to summarize, then decide if deep analysis is needed; avoid stuffing irrelevant content into a single call.
Comparison with RAG
RAG suits dynamic knowledge bases (frequently updated documents); Kimi long context suits static ultra-long documents (books, contracts, papers). Combine both: use RAG to retrieve relevant passages, then use Kimi for deep analysis.