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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Why Voice Security Is Your Next Big Problem
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41:37In this episode, Yishay Carmiel and Roy Zanbel of Apollo Defend discuss the rapidly evolving landscape of voice AI and its emerging security threats. 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 Unstructured Data with LLMs
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27:46
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27:46Shreya Shankar is a PhD student at UC Berkeley in the EECS department. This episode explores how Large Language Models (LLMs) are revolutionizing the processing of unstructured enterprise data like text documents and PDFs. It introduces DocETL, a framework using a MapReduce approach with LLMs for semantic extraction, thematic analysis, and summariz…
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Building Production-Grade RAG at Scale
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31:24Douwe Kiela, Founder and CEO of Contextual AI, discusses why RAG isn’t obsolete despite massive context windows, explaining how RAG 2.0 represents a fundamental shift to treating retrieval-augmented generation as an end-to-end trainable system. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Subscribe: Apple · Spotify…
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Unlocking AI Superpowers in Your Terminal
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44:59
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44:59Zach Lloyd, Founder/CEO of Warp, joins the podcast to discuss how Warp is revolutionizing the command-line terminal by integrating 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 - with links to m…
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From Vibe Coding to Autonomous Agents
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51:16Jackie Brosamer and Brad Axen from Block discuss codename goose (Goose), their open-source AI agent designed to automate complex engineering and knowledge work. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS. Detailed sh…
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How a Public-Benefit Startup Plans to Make Open Source the Default for Serious AI
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48:45Oumi Labs CEO Manos Koukoumidis lays out a vision for “unconditionally open” foundation models—where data, code, weights, and recipes are all transparent and reproducible—arguing this is the only path to production-grade, trustworthy AI. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Subscribe: Apple · Spotify · Over…
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The Highly Uncertain Future of OpenAI’s Dominance
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54:07Dan Schwarz (CEO & Co-Founder, Futuresearch) explains why his firm finds OpenAI’s $125 billion revenue projection highly implausible, citing fierce competition, pressure on ChatGPT/API revenue, and fleeting technical advantages. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Subscribe: Apple · Spotify · Overcast · Po…
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Beyond Guardrails: Defending LLMs Against Sophisticated Attacks
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44:31Jason Martin is an AI Security Researcher at HiddenLayer. This episode explores “policy puppetry,” a universal attack technique bypassing safety features in all major language models using structured formats like XML or JSON. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Subscribe: Apple · Spotify · Overcast · Pocke…
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Navigating the Generative AI Maze in Business
49:35
49:35
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49:35Evangelos Simoudis is Managing Director at Synapse Partners, a firm that helps corporations apply AI and invests in startups developing data-driven AI applications. This episode explores the current state of enterprise AI adoption, distinguishing between the steady progress of traditional AI and the experimental phase of generative AI. Subscribe to…
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The Practical Realities of AI Development
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37:30Lin Qiao, CEO of Fireworks AI, dives into the practical challenges AI developers face, from UX/DX hurdles to complex systems engineering. Discover key trends like the convergence of open-source and proprietary models, the rise of agentic workflows, and strategies for optimizing quality, speed, and cost. Subscribe to the Gradient Flow Newsletter 📩 h…
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Beyond the Demo: Building AI Systems That Actually Work
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27:36Hamel Husain is the founder of Parlance Labs. He discusses how successful AI implementation requires fundamental data science skills often overlooked in current educational resources that focus too heavily on tools and frameworks. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Support our work by leaving a small tip …
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Vibe Coding and the Rise of AI Agents: The Future of Software Development is Here
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36:35Steve Yegge is an evangelist at Sourcegraph, a startups that is industrializing software development with AI agents. This episode explores the paradigm shift in software development with the rise of “vibe coding” and AI agents, moving beyond traditional code completion. It discusses how developers are transitioning from line-by-line coding to orche…
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Nestor Maslej is a Research Manager at Stanford's HAI, and editor-in-chief of the 2025 AI Index Report. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Support our work by leaving a small tip 💰 https://buymeacoffee.com/gradientflow Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Am…
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How AI is Transforming Talent Development
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28:30Workera founder, Kian Katanforoosh, discusses how skills verification has evolved into a critical market focused on both assessment and professional development. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS. Detailed s…
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Prompts as Functions: The BAML Revolution in AI Engineering
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38:49
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38:49David Hughes, Principal Data & AI Solution Architect at Enterprise Knowledge. Our discussion centers on BAML, a domain-specific language that transforms prompts into structured functions with defined inputs and outputs, enabling developers to create more deterministic and maintainable AI applications. Subscribe to the Gradient Flow Newsletter 📩 htt…
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Building the Operating System for AI Agents
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45:42Chi Wang is co-creator of AG2, and a Senior Staff Research Scientist, Google DeepMind. This episode explores AG2, an open-source “agent OS” that provides infrastructure for developers to build sophisticated multi-agent AI systems. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Subscribe: Apple · Spotify · Overcast · …
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Bridging the AI Agent Prototype-to-Production Chasm
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38:40Ilan Kadar is co-founder and CEO of Plurai. This episode introduces IntellAgent, an open-source platform designed to address these challenges through synthetic data generation, knowledge graph construction, and reinforcement learning for agent optimization. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Support our w…
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The Evolution of Reinforcement Fine-Tuning in AI
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45:45Travis Addair is Co-Founder & CTO at Predibase. In this episode, the discussion centers on transforming pre-trained foundation models into domain-specific assets through advanced customization techniques. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Support our work by leaving a small tip 💰 https://buymeacoffee.com…
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Beyond GPUs: Cerebras’ Wafer-Scale Engine for Lightning-Fast AI Inference
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39:26Hagay Lupesko is the SVP for AI Inference at Cerebras Systems. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Support our work by leaving a small tip 💰 https://buymeacoffee.com/gradientflow Subscribe: Apple · Spotify · Overcast · Pocket Casts · AntennaPod · Podcast Addict · Amazon · RSS. Detailed show notes - with li…
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The Future of AI: Regulation, Foundation Models & User Experience
47:42
47:42
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47:42This is our semi-regular 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 no…
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The AI Agent Rundown: 10 Things to Know Now
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24:01This episode explores the rapidly evolving world of AI agents, covering topics from GUI-based interaction and layered architectures to modular design, safety, and real-world deployment challenges. This episode relies on visuals, to view the visual presentation, go to the Youtube version: https://www.youtube.com/watch?v=FsmBYBqQMIo Subscribe to the …
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Why ‘Structure’ Is All You Need: A Deep Dive into Next-Gen AI Retrieval
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32:27Tom Smoker is the co-founder of WhyHow.ai, a startup that transforms unstructured data into structured knowledge, including knowledge graphs, enabling enterprises to deploy accurate and explainable AI solutions with its open-source graph tooling. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Support our work by leav…
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Why Legal Hurdles Are the Biggest Barrier to AI Adoption
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38:57Andrew Burt is CEO of Luminos AI, a startup that provides AI and legal teams the tools they need to reduce AI liabilities and sign off on AI risks. Subscribe to the Gradient Flow Newsletter 📩 https://gradientflow.substack.com/ Support our work by leaving a small tip 💰 https://buymeacoffee.com/gradientflow Subscribe: Apple · Spotify · Overcast · Poc…
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Unlocking Spreadsheet Intelligence with AI
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47:54Hjalmar Gislason is founder and CEO of Grid, a startup focused on bringing spreadsheets into the AI-first era. 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 - can be f…
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Monthly Roundup: Deregulation, Hardware, and Inference Scaling
45:41
45:41
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45:41This 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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As AI moves from buzzword status to a core business driver, 2025 will be a turning point for organizations adopting advanced machine learning and generative models. This episode explores pivotal themes—from post-training optimization and agentic AI architectures to emerging regulations and data infrastructure. This episode relies on visuals, to vie…
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Generative AI is transforming industries, but its full potential is hampered by a critical bottleneck: data. This episode explores the challenges of processing unstructured data, the shift from SQL-centric to AI-centric systems, and the emerging tools that are bridging the gap between AI models and real-world data. This episode relies on visuals, t…
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The Data-Centric Shift in AI: Challenges, Opportunities, and Tools
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27:43Robert Nishihara is co-founder of Anyscale and co-creator of Ray, the open source project that has emerged as the AI Compute Engine. 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…
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Monthly Roundup: Semiconductors, Frontier Models, and Practical Innovations
48:51
48:51
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48:51This 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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36:02Qian 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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The Essential Guide to AI Guardrails
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47:27Shreya 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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43:33Deepti 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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37:35
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37:35Happy 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
49:22
49:22
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49:22This 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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37:45Vasant 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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45:45Vaibhav 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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30:09In 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
52:57
52:57
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52:57This 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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41:05Matt 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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51:06Mars 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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37:56Aurimas 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
45:49
45:49
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45:49This 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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38:15Petros 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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24:37Dr. 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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Bridging the Hardware-Software Divide in AI
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48:27Jay 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
43:31
43:31
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43:31This 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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44:53Evangelos 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
35:29
35:29
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35:29Shuveb 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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36:04Alfred 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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