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Tip advanced

Llama 4 Scout Has a 10M Token Context Window

Meta's Llama 4 Scout model supports a record-breaking 10 million token context window. While this is impressive for research use cases, production inference at this context depth requires significant GPU memory and specialized hardware.

llama-4metacontext-windowopen-source
Tool Advanced

LangChain Framework

LangChain is a framework for developing applications powered by language models. It provides modular components for managing prompts, chains, memory, and agents.

DevelopmentLLM ApplicationsFrameworks
Tip Intermediate

Context Window Awareness

Understand the context window limit of the model you are using. Information outside this window will be ignored. For long interactions, summarization or RAG is key.

promptingcontext windowmemorylimitations

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