retrieval-augmented-generation
Latest stories covering retrieval-augmented-generation, with summaries and links to related coverage.
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Pruning RAG context down to what the answer actually needs
tool
8 min read
Kapa.ai has developed a method to prune 68% of irrelevant context from their retrieval-augmented generation (RAG) system while maintaining 96% recall accuracy. Their AI assistants utilize a retrieval API to access and process information from extensive product knowledge bases, including technical documentation and support threads.
Is Grep All You Need? How Agent Harnesses Reshape Agentic Search
research
2 min read
Recent advancements in Large Language Model (LLM) agents allow for complex workflows where models autonomously retrieve information, utilize tools, and reason over large datasets. Retrieval-augmented generation (RAG) is increasingly adopted in agentic search systems to enhance task completion.
Gemini API File Search is now multimodal
tool
2 min read
Gemini API's File Search tool now supports multimodal data and custom metadata for building retrieval-augmented generation (RAG) systems. The update includes page citations to enhance grounding and transparency, enabling better organization of text and visual content.