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Cost

Explore our latest articles and insights about Cost.

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4 posts in total

LLM Engineering

LangChain chain types: stuff vs map reduce vs refine

Stuff, Map Reduce, or Refine? How to pick the right LangChain chain type for RAG summarization, and the cost and quality trade-offs that decide it.

LangChainRAG+3
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11 min
LLM Engineering

Advanced RAG: quote extraction for context compression

How quote extraction shrinks RAG context by 80% without losing answer quality. The pattern, the prompt, and the code that ships in production pipelines.

RAGLLM+3
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11 min
AI Engineering

Voice conversation memory: why your bot forgets who you are

Learn how to manage conversation memory in voice AI systems. Explore sliding windows, async summarization, and structured state extraction to balance co...

Real-Time SystemsLLM+3
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7 min
AI Engineering

RAG optimization: speed, cost, and quality

Learn how to optimize RAG agents by balancing speed, cost, and quality. Understand asymmetric model design, parallel retrieval, and re-ranking strategie...

RAGOptimization+3
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7 min

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