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#production
2 articles exploring production. Expert insights and analysis from our editorial team.
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AI Infrastructure
RAG in Production: Retrieval Augmented Generation That Actually Works
RAG combines large language models with external knowledge retrieval to reduce hallucinations and ground AI outputs in factual data. While the concept is straightforward, production deployment reveals critical challenges around chunking strategies, latency optimization, and retrieval accuracy that separate working systems from prototypes.
AI Models
Two Different Tricks for Fast LLM Inference: Speeding Up AI Responses
Speculative decoding and efficient memory management through PagedAttention are two proven techniques that accelerate LLM inference by 2-24x without sacrificing output quality, enabling production deployments at scale.