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AI InsightsThe Relational Frontier in AI: Tackling the "Y&R Problem"
Arthur Dobelis •AI systems have made great strides with LLMs, yet capturing complex relationships remains a challenge. We address this problem and its potential solutions, with a focus on Graph-RAG, an approach that integrates knowledge graphs with retrieval-augmented generation to tackle massive datasets and interconnected domains. From soap operas to scientific research, this article explores how Graph-RAG pushes AI closer to understanding relational fabric of the real world. -
AI InsightsThe Scaling Debate in AI: Beyond Bigger Models
Arthur Dobelis •As scaling laws reveal diminishing returns, AI pioneers point to a future of multi-agent systems and specialized architectures that move beyond the limitations of standalone LLMs. -
AI InsightsPresent Challenges and Future Directions: Insights on the AI Industry from Andrej Karpathy at AI Ascent
Arthur Dobelis •Karpathy and Stephanie Zhan go deep on the current state of the AI industry, addressing methodological challenges, future possibilities, with his focus on accessibility and ecosystem health. -
AI InsightsNotes on Agentic Reasoning from Andrew Ng at Sequoia AI Ascent 2024
Arthur Dobelis •Thoughts on the power of Agentic Reasoning: how patterns such as reflection, tool-use, planning, and agent teams can deliver exceptional results, enhancing the abilities of even low-power LLMs -
AI ResearchAgentic Reasoning: Andrew Ng at Sequoia AI Ascent 2024
Octet Data •AI pioneer, educator, and investor Andrew Ng presents on the power of Agentic Reasoning: how patterns such as reflection, tool-use, planning, and agent teams can deliver exceptional results, enhancing the abilities of even low-power LLMs -
Tech TalksMaking AI accessible with Andrej Karpathy and Stephanie Zhan
Octet Data •Andrej Karpathy, founding member of OpenAI and former Sr. Director of AI at Tesla, speaks with Stephanie Zhan at Sequoia Capital's AI Ascent about the importance of building a more open and vibrant AI ecosystem, what it's like to work with Elon Musk, and how we can make building things with AI more accessible. -
Tech TalksOpen sourcing the AI ecosystem ft. Arthur Mensch of Mistral AI and Matt Miller
Octet Data •Arthur Mensch, founder of Mistral AI, speaks with Matt Miller at Sequoia Capital's AI Ascent about his mission to bring AI to all developers, pushing for more open platforms and spreading the adoption of AI, as well as the balancing open source efforts while pursuing commercial opportunities.