

MLOps.community
Demetrios
Relaxed Conversations around getting AI into production, whatever shape that may come in (agentic, traditional ML, LLMs, Vibes, etc)
Episodes
Mentioned books

20 snips
Mar 4, 2025 • 54min
Future of Software, Agents in the Enterprise, and Inception Stage Company Building // Eliot Durbin // #293
In this engaging discussion, Eliot Durbin, General Partner at Boldstart Ventures, shares invaluable insights from his 15 years of investing in inception-stage companies. He dives into the unique qualities that drive successful founders, emphasizing their commitment to innovation over traditional metrics. The conversation explores the rapid evolution of AI and software agents, along with the challenges of integrating AI in enterprises. Eliot also touches on the shifting landscape of venture capital, highlighting the need for adaptability and innovative thinking in today's tech industry.

16 snips
Mar 3, 2025 • 48min
The Agent Exchange: Practitioner Insights
Dmitri Jarnikov, Senior Director of Data Science at Prosus, shares insights on AI and Gen AI products. Chiara Caratelli, a data scientist at Prosus Group, discusses the dynamic blend of generic and specialized agents. Steven Vester, Head of Product at OLX, predicts that trust in specialized agents will grow before generic ones prevail. The trio explores the challenges e-commerce platforms face in integrating AI agents and emphasizes the importance of building trust for successful adoption. Exciting opportunities for new agent-driven business models emerge!

42 snips
Feb 28, 2025 • 54min
Talk to Your Data: The SQL Data Analyst
Paul van der Boor, VP AI at Prosus Group, and Donné Stevenson, Machine Learning Engineer, dive into the fascinating world of the Token Data Analyst agent. They discuss the agent’s seamless integration into production, overcoming challenges like LLM overconfidence and query accuracy. The duo explores the importance of modular architecture for enhanced interaction and the hurdles of SQL queries amidst unclear definitions. Their insights into structured reasoning models promise a brighter future for data analysis, making complex tasks more efficient and accurate.

21 snips
Feb 26, 2025 • 46min
Getting to Grips with Web Agents
Paul van der Boor, VP AI at Prosus Group, and Chiara Caratelli, Data Scientist at Prosus Group, dive into the world of web agents—AI that interacts with the web like humans. They discuss why these agents are crucial in the evolution of AI, especially in improving e-commerce and automation. Challenges in creating agent-friendly web design are tackled, alongside visions of a future where booking flights or ordering food becomes seamless. Their insights into balancing prototyping with scalability offer a glimpse into the future of digital interaction.

33 snips
Feb 22, 2025 • 48min
The Challenge with Voice Agents
Paul van der Boor, VP of AI at Prosus Group, shares his extensive knowledge of voice AI applications, while Floris Fok, an AI Engineer at the same company, delves into the technical hurdles faced with OpenAI’s real-time voice API. They discuss real-time voice interactions in environments like Brazil's food delivery system and explore innovative applications in healthcare, enhancing triaging accuracy. The duo highlights challenges such as language processing and turn detection, emphasizing ongoing improvements and the future of voice technology.

99 snips
Feb 20, 2025 • 1h 9min
The Agent Landscape - Lessons Learned Putting Agents Into Production
Paul van der Boor, VP of AI at Prosus Group, and Floris Fok, AI Engineer at the same group, dive into the evolving landscape of AI agents. They discuss the transition from basic models to interactive systems, exploring integration challenges akin to building a Mars Rover. The duo shares insights on generative AI risks and security innovations, the unique roles of AI engineers, and the critical balance between advanced capabilities and user-friendliness. With lessons from over 20 projects, their conversation is packed with practical takeaways for anyone in AI.

30 snips
Feb 14, 2025 • 1h 15min
Evolving Workflow Orchestration // Alex Milowski // #291
Alex Milowski, a serial entrepreneur and computer scientist with a PhD in Informatics, dives into the evolving landscape of workflow orchestration. He discusses the shift from traditional workflow languages to code, emphasizing its implications for complexity in orchestration. Milowski also highlights the importance of visual tools for process modeling and the unique challenges that regulated industries face in machine learning. He contrasts modern technologies with traditional automation, stressing human oversight in AI workflows and the delicate balance of documentation in agile systems.

Feb 11, 2025 • 56min
Insights from Cleric: Building an Autonomous AI SRE // Willem Pienaar // #290
Willem Pienaar, Co-Founder and CTO of Cleric, is on a mission to revolutionize Site Reliability Engineering with autonomous AI solutions. He shares insights into building knowledge graphs for efficient root cause analysis and discusses the intricate challenges of implementing AI in production environments. Willem emphasizes the need for clear communication and strategies to foster trust among engineering teams hesitant to change. Dive into the fascinating intersection of AI and human collaboration in troubleshooting tech issues and enhancing operational resilience!

Feb 7, 2025 • 53min
Robustness, Detectability, and Data Privacy in AI // Vinu Sankar Sadasivan // #289
Vinu Sankar Sadasivan, a PhD candidate at the University of Maryland and Student Researcher at Google DeepMind, dives into the crucial themes of AI robustness and security. He discusses the challenges of jailbreaking multimodal models and explores innovative watermarking techniques for identifying AI-generated content. Vinu highlights the complexities of red teaming practices and automated vulnerability exploitation, showcasing the ongoing battle between AI manipulators and defenders. This engaging session sheds light on the future of safe AI applications across various fields.

Feb 4, 2025 • 48min
AI & Aliens: New Eyes on Ancient Questions // Richard Cloete // #288
Richard Cloete, a computer scientist at Harvard and founder of SEAQR Robotics, joins the discussion on the cutting-edge intersection of AI with UAP tracking. He shares insights from the Galileo Project, detailing the advanced sensor setups and challenges in training AI for sky surveillance. The conversation also highlights Aerosynth, a tool for simulating aerial objects to enhance detection, and Seeker Robotics' innovations in ocean exploration. Cloete emphasizes the importance of AI in classifying interstellar objects and advancing our understanding of both space and oceanic mysteries.