Advanced AI Agents, Claude Prompt Caching, Grok-2, and Efficient RAG - LLM News Update

Overview

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Explore the latest developments in AI technology in this 19-minute video covering a range of topics including Claude's prompt caching, Grok-2, AI scientists, and efficient retrieval-augmented generation (RAG). Dive into discussions on advanced AI agents like Agent Q, which offers planning and self-healing capabilities. Learn about the LMSYS Chatbot Arena, the Genie project, and why JSON output isn't always ideal for code generation. Discover insights on distilling and pruning large language models, specifically the Llama 3.1 8B model. Gain valuable knowledge about cutting-edge AI research and practical applications in machine learning, deep learning, and artificial intelligence.

Syllabus

Claude Prompt Caching - https://www.anthropic.com/news/prompt-caching
Grok-2 - https://youtu.be/NzbLqwTXt-U?si=Rt9154SRy2jzWZa9
LMSYS Chatbot Arena - https://x.com/lmsysorg
Genie - https://youtu.be/LBa6gRvarzk?si=6rvS8CJiWMSVlM-x
JSON output not always good! - https://aider.chat/2024/08/14/code-in-json.html
The AI Scientist - https://youtu.be/WPh7oXiJFWc?si=D0_aouM93j34HyKF
Agent Q - https://www.multion.ai/blog/introducing-agent-q-research-breakthrough-for-the-next-generation-of-ai-agents-with-planning-and-self-healing-capabilities
Efficient RAG - https://x.com/omarsar0/status/1822744591810114044
rStar - https://arxiv.org/abs/2408.06195
Distilling & Pruning Llama 3.1 8B - https://developer.nvidia.com/blog/how-to-prune-and-distill-llama-3-1-8b-to-an-nvidia-llama-3-1-minitron-4b-model/