3 posts
With long context we can now put hundreds of examples in the prompt. A field guide to many-shot, trade-offs vs fine-tuning, prompt caching, and Turkish practices.
Even million-token windows lose the middle. Practical context management with the four pillars of context engineering, compression, RAPTOR, and memory systems.
What is a context window? A context window is the maximum length of text, measured in tokens, that a language model can process at once and take into account while generating a response. This guide: a clear definition, how it works, token limit, long context, memory management, the need for RAG, model comparison, and FAQs.