Sudhan Shushawasa, a graduate student researcher in Electrical and Computer Engineering at UC Davis, discusses how federated learning can enable collaborative medical imaging research without centralizing data, using glaucoma imaging as a case study.
The session covers practical lessons from training across diverse institutional datasets and building privacy-aware AI systems for medical imaging.
Register for PyTorch Conference North America 2026, October 20–21 in San Jose: https://hubs.la/Q04w5M9L0
Stop wasting time rebuilding the same internal AI controls across your engineering teams.
Most organizations are duplicating effort by writing identical policies for AI agents, but these audit mechanisms don’t offer a competitive advantage. We explain why your differentiation should focus on AI agent observability instead of redundant compliance tasks.
Watch to learn where your engineering leadership team should actually invest their resources.
Subscribe for more technical breakdowns on building reliable AI systems.
Video by Open Data Science and AI Conference via YouTube
What does a practical personal AI workflow look like in 2026?
In this Personal AI Agents Summit session, Brad Groux, Open Source Maintainer for Microsoft Integrations at OpenClaw and Co-Founder & CEO of Digital Meld, shows how developers and teams can move beyond one-off prompting into repeatable, operator-ready AI workflows.
Using OpenClaw Dev Days materials, Brad walks through a hands-on path from messy stakeholder discovery to a scoped product plan, PRD, implementation artifacts, and a working local app. The session explores how OpenClaw supports planning, context management, agentic workflow design, and human-in-the-loop review while keeping safety and judgment at the center.
Watch to learn how personal AI agents can help turn ideas into real applications and join us in New York for the AI for Work Summit: https://summit.ai
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Because AI built externally does not incorporate the full business context. What gets left behind in AI pilots is the full process logic, business rules, security constraints, and relationships that make the data meaningful and allow users to interact with it securely.
SAP’s context-native AI approach means AI has direct access to business rules, relationships, and logic that make business data meaningful. Transforming your entire workflow and business. https://sap.to/6055BGTjpX
Windows Weekly is about more than Windows. Veteran Microsoft insiders Paul Thurrott and Richard Campbell join Leo for a deep dive into the most valuable company in the world. From consumer to enterprise, AI to Xbox, Windows Weekly is the only Microsoft podcast you’ll ever need.
You can find more about TWiT.tv and subscribe to our full shows at https://podcasts.twit.tv
Join our community at Club TWiT: https://twit.tv/clubtwit
About us:
TWiT.tv is a technology podcasting network located in the San Francisco Bay Area with the #1 ranked technology podcast This Week in Tech hosted by Leo Laporte. Every week we produce over 30 hours of content on a variety of programs including Tech News Weekly, MacBreak Weekly, Windows Weekly, Security Now, Intelligent Machines, and more.
👋 Ask if the game is better with hands
⚖️ Weigh effort vs. impact
♟️ Let real-world actions guide the design
🎯 Avoid extreme edge tracking
✨ Make players feel cool using it
For ""Chess Club"", hands made chess feel more familiar, especially for casual players and VR newcomers.
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Omarchy has one of the best keyboard driven workflows in Linux — and it also has a shortcut list long enough to scare most people away. That giant list is the exact reason most people bounce off Omarchy. So instead of memorizing all of it, I spent three days forcing myself to use Omarchy properly on the keyboard and applied the Pareto principle: the 12 shortcuts that actually matter, and nothing else.
Three shortcuts to get you started, nine more that will have you using Omarchy like a seasoned pro, and two bonus tricks that completely change the game. This is the ultimate beginner to pro guide to the Omarchy keyboard workflow — tiling windows, ten workspaces, floating windows, fullscreen focus and local voice dictation, all from the keyboard.
And this is not just an Omarchy thing. If you have ever been curious about Hyprland or any tiling window manager, the workspace mindset in this video is the single thing that decides whether it clicks for you.
⬇️ DOWNLOAD OMARCHY
https://omarchy.org/
⌨️ DAY 1 — THE SIX SHORTCUTS THAT GET YOU MOVING
– Super + K — searchable list of every shortcut in the system, the most important shortcut in Omarchy
– Super + W — close the focused window, because there is no close button
– Super + Space — the universal menu for apps, settings and system actions
– Super + Return — open the terminal
– Super + Shift + Return — open the browser
– Super + Shift + F — open the file manager
🧠 DAY 2 — THE WORKSPACE RULES (THIS IS THE REAL SPEED)
– Super + 1 to Super + 0 — jump straight to any of the ten workspaces
– Super + Shift + number — throw the current window into another workspace and follow it there
– Super + O — float a window and pin it across every workspace
– Super + F — fullscreen one app for single task focus
– Why committing to workspaces early matters more than tiling itself
– Why Alt + Tab is massively underpowered on a tiling desktop
🪟 DAY 3 — THE TILING CONTROLS
– Super + arrow keys — move focus between tiled windows
– Super + Shift + arrow keys — swap a window with its neighbor
– Super + T — toggle a window between tiled and floating
– Super + Ctrl + X — bonus trick: local voice dictation that types for you, no cloud involved
📊 DID IT ACTUALLY MAKE ME FASTER?
I go through what each day actually felt like, what changed by Day 3, what I immediately missed when I went back to my regular desktop, and my honest verdict on who Omarchy is really for. Pause on the cheat sheet near the end and make all 12 shortcuts yours.
👍 If this helped you, smash that LIKE button and SUBSCRIBE to LinuxTex for more Linux distro reviews, desktop deep dives, tips and tutorials. Drop a comment below — how many workspaces do you actually use?
🏷️ TOPICS COVERED
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Mozilla and Mistral Join Forces for AI Competition Mozilla and Mistral have announced a partnership aimed at expanding AI competition and preserving user choice. This move underscores the growing importance of open and competitive AI ecosystems. Anthropic to Open Data Center in Australia Anthropic is set to open its first data center in Australia, signaling … Read more
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