Your data agent needs to understand how your business defines its metrics.
In this clip, OpenAI’s data team explains how a semantic layer brings together key entities, metric definitions, filters, and known pitfalls. See why expert review matters, how existing semantic work can be reused, and why this foundation needs ongoing investment.
Watch the full webinar: https://goldcast.registration.public-pr50.goldcast.io/on-demand/b6b0dd09-425d-42a0-ae02-a9ea4f6ebbcd
Muon has attracted a lot of attention for fast convergence, but getting those optimizers to work in a real training stack is a different challenge.
At PyTorch Conference North America, Jen Wei will walk through Muon, Dion, and Dion3 and look at what happens when you add the messy details: sharding, communication, schedulers, and everything else that can go wrong.
If you are interested in optimizers and training dynamics, see you at PyTorchCon NA. Get your ticket: https://hubs.la/Q04v4SL60
Video by CNCF [Cloud Native Computing Foundation] via YouTube
Don’t miss out! Join us at our next KubeCon + CloudNativeCon events in Shanghai, China (8-9 September, 2026) and Salt Lake City, United States (Nov 9–12, 2026). Connect with our current graduated, incubating, and sandbox projects as the community gathers to further the education and advancement of cloud native computing. Learn more at https://kubecon.io
Standardization in complex systems is the silent engine driving global financial efficiency.
We examine how universal ATM networks and consistent transaction protocols solve critical infrastructure problems once, rather than repeatedly. Learn why centralized standardization benefits every market participant and stabilizes the ecosystem.
Subscribe for more technical breakdowns on complex system architecture.
Video by Open Data Science and AI Conference via YouTube
How is AI changing higher education?
In this episode of the ODSC Ai X Podcast, host Cal Al-Dhubaib speaks with Miro Humer, Vice President for University Technology and CIO at Case Western Reserve University, about how universities can integrate AI responsibly across teaching, research, and operations.
They explore CWRU’s journey from concerns about academic integrity to 400+ classes incorporating significant AI elements, the university’s partnership with Google and Gemini Enterprise, AI agents, cybersecurity, faculty training, and the future of AI-powered personalized learning.
Learn how higher education is approaching AI adoption, AI literacy, agentic AI, security, and measuring the real impact of generative AI.
00:00 Introduction: AI in Higher Education
01:00 From AI Cheating Concerns to Campus-Wide Adoption
02:53 Rethinking How Students Learn With AI
04:29 Why AI Literacy Is Essential for Students
05:47 CWRU’s AI Partnership With Google
06:23 Gemini Enterprise and AI Agents Across Campus
06:48 Google AI Co-Scientist and Research Tools
07:17 Managing AI Agents Like Employees
09:39 The New Cybersecurity Risks of Agentic AI
10:37 Securing AI Agents and University Data
13:13 AI Training for Faculty and Staff
14:00 400+ Classes Using AI at CWRU
16:13 CWRU’s Faculty AI Microgrant Program
17:12 How Attitudes Toward AI Have Changed
19:45 Measuring the Real Impact of AI
23:08 The Future of AI-Enabled Higher Education
24:05 Personalized Learning and AI Advising
25:13 The Institutional Data Challenge
25:38 Miro’s Advice: Stay Curious and Keep Learning
Visit our website and choose the nearest ODSC AI event to attend and experience all our training and workshops: https://odsc.ai
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How we approach the development and testing of our infrastructure as code, and how it differs at the homelab and professional scales. Plus our Ansible best practices.
AI pattern recognition can unlock cancer cures or aid bioweapon creation. The challenge isn’t just filtering content, but understanding AI’s inherent ability to extrapolate patterns for unintended, potentially dangerous outcomes. #AI #ArtificialIntelligence #Ethics #Technology #Biotechnology
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30,000 Windows games now work on Linux — and in the very same week we hit that milestone, Ubisoft took For Honor, a game that already ran perfectly on Linux, and simply switched it off. In this video, we break down the REAL weakness of Linux gaming: it’s not compatibility anymore. It’s permission.
Proton has basically solved running Windows games on Linux and Steam Deck. But anti-cheat is a different story. Easy Anti-Cheat and BattlEye both officially support Linux, yet every publisher has to actually enable it — and more and more of them are choosing not to. We dig into the three layers of Linux gaming compatibility (execution, middleware, and authorization), how Apex Legends, GTA 5 Online, Battlefield, Destiny 2, and Rust all locked Linux gamers out, and why Rocket League proved that keeping Linux support is a choice, not a technical limitation.
And then there’s what Riot just announced: Vanguard On-Demand, a next-gen anti-cheat that verifies your entire machine — Secure Boot, TPM, hardware trust — before you’re even allowed to play. It’s being built hand-in-hand with Windows, and it could put the final nail in the coffin for Linux gaming as we know it. Is a locked-down, signed SteamOS the only Linux publishers will ever trust? Let’s talk about it.
In this video:
• Why Ubisoft removed For Honor from Linux — and why Steam still listed it as "Playable" days before the cutoff
• The 3 layers of compatibility: why Proton can fix execution but never permission
• Apex Legends, GTA 5 Online, Battlefield, Destiny 2, Rust — the pattern behind every Linux lockout
• Rocket League: the game that proves Linux support is a choice
• Riot Vanguard On-Demand explained — the anti-cheat that could destroy Linux gaming
• What Valve and Steam should actually do about it
If you found this video useful, definitely consider subscribing to the channel and leaving a big thumbs up!
Make your Linux desktop look absolutely stunning with my app, Theme Studio: https://payhip.com/LinuxTex
Security Alerts: Linux Kernel Vulnerabilities Four new local root vulnerabilities discovered: DirtyAH6, PPPoEject, TUNderflow, and DiagSpill. Users are advised to patch promptly. AI and Open Source: Sustainable Growth? Mila and Mozilla launch a new initiative to build trustworthy open source AI with support from the Canadian government. Concerns rise over the sustainability of the AI … Read more
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