KnowledgeDB.ai
KnowledgeDBKnowledgeDB.ai is your go-to podcast for diving deep into the infrastructure that powers Generative AI. Each episode explores groundbreaking papers, insightful publications, and emerging technologies shaping the future of AI systems. From distributed computing and graph databases to hardware accelerators and model optimization, we decode the research behind the tech. Whether you're a developer, re... more
| Publishes | Twice monthly | Episodes | 36 | Founded | a year ago |
|---|---|---|---|---|---|
| Category | Technology | ||||
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These sources provide an extensive overview of Large Language Model (LLM)-based Text-to-SQL (NL2SQL) systems, focusing on techniques like prompt engineering, supervised fine-tuning (SFT), and Retrieval-Augmented Generation (RAG) to enhance performanc... more
Mem0, Graphiti, Cognee, and LangMem are open-source libraries that provide persistent memory for AI agents. Mem0 uses a hybrid database to optimize personalization and reduce token costs. Graphiti creates temporal knowledge graphs for dynamic data, w... more
Text-to-SQL, translating natural language to SQL, has seen significant advancements due to Large Language Models (LLMs). However, challenges remain in handling complex database schemas, diverse SQL operations beyond simple queries, and natural langua... more
This briefing document synthesizes information from several recent academic papers and a commercial announcement, highlighting cutting-edge developments in enhancing Large Language Models (LLMs) with robust memory and retrieval capabilities. Key them... more
The research introduces MEM1, a novel reinforcement learning framework designed to enhance language agents' efficiency and performance in complex, multi-turn interactions. Unlike traditional models that accumulate in... more
The research introduces Zep, a novel memory service for AI agents, designed to overcome the limitations of current retrieval-augmented generation (RAG) frameworks, which struggle with dynamic and continuously evolvin... more
machinelearning.apple.com/research/illusion-of-thinking
The document investigates the capabilities and limitations of Large Reasoning Models (LRMs), a new generation of language models designed for complex problem-solving. It critiques curre... more
Ref: arxiv.org/html/2503.06474v2
The document introduces ROGRAG, a novel GraphRAG framework designed to improve large language models' (LLMs) performance on specialized and emerging topics. It addresses the limitations of traditional RAG met... more
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Frequently Asked Questions About KnowledgeDB.ai
What is KnowledgeDB.ai about and what kind of topics does it cover?
This podcast offers a comprehensive exploration of the infrastructure and technologies that underpin Generative AI. Each episode focuses on innovative research and practical applications, discussing key topics such as large language models, knowledge graphs, cloud security, and various protocols that enhance AI capabilities. The hosts break down complex concepts, making them accessible to developers, researchers, and enthusiasts alike. Notably, the discussions emphasize ethical considerations, data governance, and the importance of collaboration between AI technologies and real-world applications. Listeners are likely to find engaging insights that not only keep them informed about current advancements but also inspire thoughtful dialogue a... more
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Which podcasts are similar to KnowledgeDB.ai?
These podcasts share a similar audience with KnowledgeDB.ai:
1. The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)
How many episodes of KnowledgeDB.ai are there?
KnowledgeDB.ai launched a year ago and published 36 episodes to date. You can find more information about this podcast including rankings, audience demographics and engagement in our podcast database.
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