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Agentic Data Management and the Future of Enterprise AI — with Rohit Choudhary

Agentic Data Management and the Future of Enterprise AI — with Rohit Choudhary

Rohit Choudhary, CEO of Acceldata, discusses the imminent 10x annual growth of enterprise data and how most organizations are unprepared. He introduces Acceldata's agentic data management platform, designed to make data self-aware, self-optimizing, and AI-ready. He emphasizes the 1000x cost difference of fixing data early versus late, the need for operational, real-time data governance, and why clear thinking and deep domain expertise, not just programming skills, will be most valuable in the age of AI.

Mistral: Voxtral TTS, Forge, Leanstral, & Mistral 4 — w/ Pavan Kumar Reddy & Guillaume Lample

Mistral: Voxtral TTS, Forge, Leanstral, & Mistral 4 — w/ Pavan Kumar Reddy & Guillaume Lample

Mistral's Pavan (Voxtral lead) and Guillaume (Chief Scientist) discuss the new Voxtral TTS model, its novel architecture using flow matching for efficient, high-quality speech generation. They elaborate on Mistral's strategy of delivering specialized, open-weight models and the Mistral Forge platform, which empowers enterprises to leverage their proprietary data through fine-tuning for privacy, cost-effectiveness, and superior performance. The conversation also covers Mistral Small, the future of AI for science, and the company's commitment to open-source and foundational research, including formal proving as a proxy for long-horizon reasoning.

A Typo Led to the Creation of Spring Cloud Contract • Marcin Grzejszczak & Jakub Pilimon • GOTO 2026

A Typo Led to the Creation of Spring Cloud Contract • Marcin Grzejszczak & Jakub Pilimon • GOTO 2026

Marcin Grzejszczak, a Java Champion and Spring Cloud Contract contributor, discusses how a production-breaking typo led to the creation of Spring Cloud Contract. He outlines an AI-powered future for contract testing, leveraging production traffic and OpenAPI specs to generate and validate contracts automatically. Marcin also emphasizes that 'context' is the most underrated pillar of observability, transforming raw logs, metrics, and traces into actionable insights.

What Tesla and SpaceX Teach Founders About Building Hardware | a16z

What Tesla and SpaceX Teach Founders About Building Hardware | a16z

Ex-Tesla and SpaceX engineers Chandler Luzsicza and Turner Caldwell share the practical lessons they learned about building complex hardware and how they apply them at their own startups. They cover core principles like decision velocity, strategic vertical integration, managing the critical path without creating new bottlenecks, and using aggressive milestones as a forcing function to reveal true priorities. The discussion also delves into the value of a 'factory mindset,' the importance of a rigorous hiring process, and advice for young engineers.

François Chollet: ARC-AGI-3, Beyond Deep Learning & A New Approach To ML

François Chollet: ARC-AGI-3, Beyond Deep Learning & A New Approach To ML

François Chollet discusses his contrarian approach to AI, moving beyond scaling LLMs to understand intelligence from first principles. He explains his work on the ARC benchmark series, including the new ARC-AGI V3, designed to measure 'agentic intelligence' and skill acquisition efficiency. He also introduces his lab, Ndea, which is developing a new ML paradigm based on symbolic models, and shares his perspective on the limits of current systems and the future path to AGI.

State of the Art of Container Security • Adrian Mouat & Charles Humble

State of the Art of Container Security • Adrian Mouat & Charles Humble

Adrian Mouat of Chainguard delves into container security, highlighting the flaws of traditional Linux distributions in modern, immutable environments. He explains Chainguard's approach of using 'distroless' images built from source with their Wolfi OS to achieve near-zero CVEs. The discussion covers the importance of replacing rather than updating containers, the roles of SBOMs and attestations, and key lessons from major supply chain attacks like the XZ Utils backdoor.