A series of informal conversations with thought leaders, researchers, practitioners, and writers on a wide range of topics in technology, science, and of course big data, data science, artificial intelligence, and related applications. Anchored by Ben Lorica (@BigData), the Data Exchange also features a roundup of the most important stories from the worlds of data, machine learning and AI. Detailed show notes for each episode can be found on https://thedataexchange.media/ The Data Exchange p ...
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Monthly Roundup: Semiconductors, Frontier Models, and Practical Innovations
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This is our monthly conversation on topics in AI and Technology with Paco Nathan, the founder of Derwen, a boutique consultancy focused on Data and AI. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS. Detailed show notes -…
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Breaking the Cloud Barrier: How DBOS Transforms Application Development
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Qian Li and Peter Kraft, co-founders at DBOS, Inc., a startup that’s building a serverless platform for building highly reliable applications. We dive into DBOS, a system built on Postgres that addresses workflow management and application durability. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • S…
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Shreya Rajpal serves as CEO and co-founder of Guardrails AI , where she also co-created the popular open-source project Guardrails, a Python framework designed to help developers build reliable AI applications. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • Antenn…
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Beyond ETL: How Snow Leopard Connects AI, Agents, and Live Data
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Deepti Srivastava is the Founder and CEO of Snow Leopard. We dive into Snow Leopard’s innovative approach to data integration, exploring its live data access model that bypasses traditional ETL pipelines to offer real-time data retrieval directly from source systems. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subs…
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2024 Generative AI in Healthcare Survey Results
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Happy Thanksgiving 🎊 In this episode David Talby (CTO of John Snow Labs) and I present the results of the 2024 Generative AI in Healthcare Survey. This episode is based on a recent webinar. To follow along with the slide presentation, check out the YouTube version of the podcast. Subscribe to the Gradient Flow Newsletter: https://gradientflow.subst…
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Monthly Roundup: BAML, Tencent’s Hunyuan Model, AI & Kubernetes, and the Future of Voice AI
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This is our monthly conversation on topics in AI and Technology with Paco Nathan, the founder of Derwen, a boutique consultancy focused on Data and AI. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS. Detailed show notes -…
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Building the Future of Finance: Inside AI Valuation Bots
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Vasant Dhar is a Professor at the Stern School of Business and the Center for Data Science at NYU. He’s one of the creators of the Damodaran Bot, an AI-powered system designed to emulate the valuation analysis and investment insights of renowned finance professor Aswath Damodaran. This episode explores the transformative impact of AI in finance, co…
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Unleashing the Power of BAML in LLM Applications
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Vaibhav Gupta is the CEO and co-founder of Boundary. In this episode, we explore BAML, an open source domain-specific language designed to streamline interactions with large language models (LLMs). Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcas…
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Cracking the Code: How Enterprises Are Adopting Generative AI
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In this conversation with Tim Persons, AI Leader at PwC, we explore the current landscape of generative AI adoption, examining how enterprises are navigating budget trends, moving from experimentation to full-scale deployment, and addressing cultural challenges along the way. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.…
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Monthly Roundup: Ray Compiled Graphs, Llama 3.2 and Multimodal AI, and Structured Data for RAG
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This is our monthly conversation on topics in AI and Technology with Paco Nathan, the founder of Derwen, a boutique consultancy focused on Data and AI. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS. Detailed show notes -…
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Reimagining Code: The AI-Driven Transformation of Programming and Data Analytics
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Matt Welsh is a technical leader at Aryn AI, an AI-powered ETL system for RAG frameworks, LLM-based applications, and vector databases. In this episode, we explore how AI is revolutionizing programming and software development. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pock…
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The Security Debate: How Safe is Open-Source Software?
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Mars Lan, Co-Founder & CTO at Metaphor1, an AI-powered social platform that enhances data governance by empowering all employees, not just data teams, to easily collaborate, search, and share insights through an intuitive, AI-driven interface. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify •…
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Yishay Carmiel is the CEO of Meaning, a startup building real-time generative AI systems focused on voice applications. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS. Detailed show notes - with links to many references -…
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Building An Experiment Tracker for Foundation Model Training
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Aurimas Griciūnas is the Chief Product Officer of Neptune.AI, a startup building experiment tracking tools for foundation model training. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS. Detailed show notes - with links to…
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Monthly Roundup: AI Regulations, GenAI for Analysts, Inference Services, and Military Applications
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This is our monthly conversation on topics in AI and Technology with Paco Nathan, the founder of Derwen, a boutique consultancy focused on Data and AI. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS. Detailed show notes -…
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Unlocking the Power of LLMs with Data Prep Kit
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Petros Zerfos and Hima Patel of IBM Research are part of the team behind Data Prep Kit, an open-source toolkit that helps process and prepare raw text and code data at scale for use in large language model applications. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts…
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Advancing AI: Scaling, Data, Agents, Testing, and Ethical Considerations
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Dr. Andrew Ng is a globally recognized AI leader, founder of DeepLearning.AI and Landing AI, General Partner at AI Fund, Chairman and Co-Founder of Coursera, and Adjunct Professor at Stanford University. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • …
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Jay Dawani is CEO and founder of Lemurian Labs, a pioneering startup building a software stack for developing advanced AI systems, focusing on pushing the boundaries of computational capabilities and model performance. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts …
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Monthly Roundup: The Economic Realities of Large Language Models
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This is our monthly conversation on topics in AI and Technology with Paco Nathan, the founder of Derwen, a boutique consultancy focused on Data and AI. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS. Detailed show notes -…
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From Hype to Reality: The Current State of Enterprise Generative AI Adoption
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Evangelos Simoudis is Managing Director at Synapse Partners, a firm that assists corporations in implementing AI solutions, and invests in startups developing applications that exploit data using AI. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podc…
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Automating Unstructured Data Extraction with LLMs
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Shuveb Hussain is co-founder of Unstract, a no-code platform that uses large language models to extract structured data from unstructured documents, allowing users to build API endpoints and ETL pipelines to automate document processing workflows. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spoti…
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Generative AI in Context: Hybrid Intelligence and Responsible Development
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Alfred Spector’s distinguished career includes groundbreaking work in networked computing systems and leadership roles in research at IBM, Google, and Two Sigma Investments. He is currently a visiting scholar at MIT. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • …
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Monthly Roundup: Navigating the Peaks and Valleys of Generative AI Technology
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This is our monthly conversation on trending topics in AI and Technology with Paco Nathan, the founder of Derwen, a boutique consultancy focused on Data and AI. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS. Detailed sho…
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From Preparation to Recovery: Mastering AI Incident Response
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Andrew Burt is co-founder of both Luminos.Law and Luminos.ai, entities building tools to help companies mitigate and manage AI risks. We dive into the critical topic of AI incident response, highlighting its unique challenges compared to traditional software incidents. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Su…
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Chang She is CEO and co-founder of LanceDB, an open-source database designed for multimodal AI applications, offering scalable vector search, streaming training data, and interactive exploration of large AI datasets. In this episode we discuss Lance, an open-source columnar data format that tackles the unique challenges posed by modern AI and machi…
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Ajay Kulkarni and Mike Freedman are the co-founders of Timescale, a startup that provides an enhanced version of PostgreSQL optimized for time-series analytics, AI applications, and scalable relational workloads. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • Ante…
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Philip Rathle, CTO of Neo4j, joins the podcast to discuss the rising popularity of graph-enhanced retrieval augmented generation (GraphRAG). He also discusses the potential impact of the new GQL graph query language standard. [Link to the demo that Philip showed.] Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscri…
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Monthly Roundup: SB 1047, GraphRAG, and AI Avatars in the Workplace
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Paco Nathan is the founder of Derwen, a boutique consultancy focused on Data and AI. This episode is part of our series of monthly roundups and covers: the proposed California Senate Bill 1047 for regulating AI models, including its feasibility and potential unintended consequences. We also discuss the rising popularity of graph retrieval augmented…
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Fine-tuning and Preference Alignment in a Single Streamlined Process
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Jiwoo Hong and Noah Lee of KAIST AI are co-authors of ORPO: Monolithic Preference Optimization without Reference Model. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS. Detailed show notes can be found on The Data Exchange…
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TinyML, Sensor-Driven AI, and Advances in Large Language Models
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In this episode, Pete Warden introduces his company, Useful Sensors, which focuses on developing AI solutions for consumer electronics and appliances. [This episode originally aired on Generative AI in the Real World, a podcast series I’m hosting for O’Reilly.] Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe:…
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Machine Unlearning: Techniques, Challenges, and Future Directions
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Ken Liu, Ph.D. student in Computer Science at Stanford, is the author of Machine Unlearning in 2024. We explore the concept of machine unlearning, a process of removing specific data points from trained AI models. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • Ant…
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Joao (Joe) Moura is the founder of crewAI, an open-source platform that simplifies the development and deployment of AI agents, allowing users to build autonomous systems for various tasks using multiple large language models. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocke…
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Monthly Roundup: Llama 3, Agents, Evaluation Metrics, Cyc, TikTok, and more
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Paco Nathan is the founder of Derwen, a boutique consultancy focused on Data and AI. This episode is part of our series of monthly roundups and covers: Llama 3 and other recent LLMs, the rise of open foundation models, the evolution of AI agents, and the importance of data engineering. We also explore the limitations of leaderboards in evaluating A…
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LLMs for Data Access: Unlocking Insights with Text-to-SQL
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Gunther Hagleither is co-founder of Waii, a startup that provides an API enabling businesses to seamlessly integrate text-to-SQL functionality into their products. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Pocket Casts • AntennaPod • Podcast Addict • Amazon • RSS. Detailed …
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In this episode we explore the latest developments in artificial intelligence with a focus on the 2024 Artificial Intelligence Index Report, edited by Nestor Maslej from Stanford’s Institute for Human-Centered Artificial Intelligence. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast…
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In this episode, Hagay Lupesko, Senior Director of Engineering at Databricks MosaicAI, delves into the creation and aspirations behind DBRX, an innovative open Large Language Model (LLM) designed to bridge the gap between quality and cost-effectiveness for AI applications. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com…
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Monthly Roundup: New LLMs, GTC 2024, Constraint-Driven Innovation, Model Safety, and GraphRAG
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Paco Nathan is the founder of Derwen, a boutique consultancy focused on Data and AI. This episode is part of our series of monthly roundups and covers: recently released large language models, Constraint-Driven Innovation, highlights from GTC 2024, and Lessons from the First AI Workload Security Exploit. Subscribe to the Gradient Flow Newsletter: h…
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Automating Software Upgrades: How to Combine AI and Expert Developers
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Steve Pike is a co-founder of Infield.ai, a startup building tools to help companies upgrade and maintain open source software dependencies, ensuring they stay up-to-date with the latest releases, features, and security fixes. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Googl…
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Chetan Gupta is the Head of AI Research at Hitachi. This episode explores the applications and challenges of generative AI in industrial settings. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Google • AntennaPod • Podcast Addict • Amazon • RSS. Detailed show notes can be found…
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The Intersection of LLMs, Knowledge Graphs, and Query Generation
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Semih Salihoglu is an Associate Professor at University of Waterloo, and co-creator of Kuzu an open source embeddable property graph database management system. This episode explores the use of large language models (LLMs) for generating queries across different query languages like SQL and Cypher for graphs. Subscribe to the Gradient Flow Newslett…
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Unlocking the Potential of Private Data Collaboration
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Sadegh Riazi, CEO and co-founder of Pyte, a startup offering secure, encrypted data collaboration solutions, enabling partners to maximize insights without compromising privacy or data integrity. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Google • AntennaPod • Podcast Addict…
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Frontiers of AI: From Text-to-Video Models to Knowledge Graphs
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Paco Nathan is the founder of Derwen, a boutique consultancy focused on Data and AI. This episode explores recent developments in AI, including text-to-video models like Sora, frameworks for productionizing AI models, analyses of systems like Google’s Gemini, techniques to improve foundation models, AMD’s software innovations for AI acceleration, a…
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Adaptive, Specialized, and Accessible: Where AI Systems Are Heading Next
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Jerry Kaplan is the author of the new book “Generative Artificial Intelligence: What Everyone Needs to Know”. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Google • AntennaPod • Podcast Addict • Amazon • RSS. Detailed show notes can be found on The Data Exchange web site.…
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This episode is our annual deep dive into the themes and trends of AI in 2024, emphasizing the democratization of AI hardware, advancements in generative AI models, and the integration of AI into various enterprise processes. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Google…
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The AI Infrastructure Revolution: From Cloud Computing to Data Center Design
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Bryan Cantrill, CTO and Co-founder of Oxide Cloud Computer, leads a startup delivering integrated hardware and software solutions for enterprises seeking cloud computing systems with hyperscaler agility. Oxide specializes in vertically integrated, scale-ready cloud infrastructure tailored for mainstream business needs. Subscribe to the Gradient Flo…
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AI in Depth: Transforming Transportation, Enterprise, and Policy
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Evangelos Simoudis is a seasoned venture investor and a senior advisor to global corporations, and Managing Director at Synapse Partners, a company that invests in startups developing enterprise applications that exploit Big Data and AI. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overc…
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Software Meets Hardware: Enabling AMD for Large Language Models
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Sharon Zhou and Greg Diamos are co-founders of Lamini, a startup at the forefront of enabling enterprise adoption of large language models (LLMs). We discussed Lamini’s work with AMD, which focused on closing the gap between AMD hardware capabilities and software integration in LLM applications. Subscribe to the Gradient Flow Newsletter: https://gr…
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Incentives are Superpowers: Mastering Motivation in the AI Era
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Uri Gneezy is Professor of Economics and Strategy at UC San Diego, and author of our 2023 Book of the Year, “Mixed Signals: How Incentives Really Work”. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.com/ Subscribe: Apple • Spotify • Overcast • Google • AntennaPod • Podcast Addict • Amazon • RSS. Detailed show notes can be…
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Synthetic Futures: The Convergence of Biology and AI
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Dmitriy Ryaboy is the VP of AI Enablement at Ginkgo Bioworks, a startup that uses machine learning and AI to develop a wide range of applications. The conversation focuses on the intersection of AI, machine learning, and biology, particularly in the field of synthetic biology. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack…
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AI Co-Pilots in Action: Transforming Function Calling in Cybersecurity
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Jian Zhang is co-founder, CTO, VP Engineering at Nexusflow AI a startup that uses Generative AI to build tools for Cybersecurity. This conversation revolves around the integration of various AI components, with a specific focus on cybersecurity and function calling copilots. Subscribe to the Gradient Flow Newsletter: https://gradientflow.substack.c…
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