DeepL explains Arion — a DGX SuperPOD AI platform using TensorRT‑LLM, NVFP4 quantization and efficient models to deliver fluent, near‑zero latency translations at global scale.

Inside Arion: DeepL’s Low-Latency AI Infrastructure for Real-Time Translation

Inference at Scale: How DeepL Built an AI Infrastructure for Real-Time Language AI

DeepL, a global AI product and research company focused on building secure, intelligent solutions to complex business problems, has achieved unprecedented speed and accuracy in AI translation by deploying context-dependent AI translation in milliseconds with NVIDIA and EcoDataCenter. 

The company's AI infrastructure, named “Arion”—powered by an NVIDIA DGX SuperPOD with DGX GB200 systems—enables millions of daily users across dozens of languages to receive accurate translations with near-zero latency. 

This video highlights the collaboration with DeepL, NVIDIA, and EcoDataCenter to provide highly accurate, fluent, and context-aware AI language translations that feel natural to native speakers. 

In addition, DeepL is leveraging NVIDIA TensorRT LLM and NVFP4 inference on NVIDIA GB200 NVL72 systems to train Mixture of Experts (MoE) models, advancing its model architecture to improve efficiency during training and inference, setting new benchmarks for performance in AI.

Build AI fluency with the 4D framework—Discover, Design, Develop, Deploy—to help nonprofits automate routine work, improve reporting, and scale donor outreach responsibly.

AI Fluency for Nonprofits: A Practical 4D Guide to Responsible Use

AI Fluency for Nonprofits: A Practical Guide to Confident, Intentional AI Use

A trailer of AI Fluency for nonprofits developed by Anthropic and Giving Tuesday. 

View the full free course, including all videos, exercises, and resources, at https://www.anthropic.com/ai-fluency-for-nonprofits

This video is copyright 2025 Anthropic PBC and Giving Tuesday. Based on the AI Fluency Framework developed by Prof. Rick Dakan (Ringling College of Art and Design) and Prof. Joseph Feller (University College Cork). Released under the CC BY-NC-SA 4.0 license.

AI Fluency for nonprofits course trailer

GPT-5.1 makes reasoning the default—fixing context and tone issues, improving instruction-following, and using model switching plus personality controls for smarter, more human-friendly responses.

GPT-5.1: Why Reasoning-First Design and Model Switching Matter

Shaping Model Behavior in GPT-5.1 — What Changed and Why It Matters

What does it mean for an AI model to have "personality"? 

Researcher Christina Kim and product manager Laurentia Romaniuk talk about how OpenAI set out to build a model that delivers on both IQ and EQ, while giving people more flexibility in how ChatGPT responds. They break down what goes into model behavior and why it's an important, but still imperfect blend of art and science.

Chapters
- 00:00:43 — GPT-5.1 goals and the shift to reasoning models
- 00:02:18 — Differences between GPT-5 and GPT-5.1
- 00:04:55 — Unpacking the model switcher
- 00:07:24 — Understanding user feedback
- 00:08:27 — Measuring progress on emotional intelligence
- 00:10:02 — What is model personality?
- 00:14:25 — Model steerability, bias, and uncertainty 
- 00:21:59 — Advantages of memory in ChatGPT
- 00:25:27 — Looking ahead and advice for getting the most out of models

Shaping Model Behavior in GPT-5.1— the OpenAI Podcast Ep. 11

Use Claude.ai like a collaborative teammate: learn a three-part prompting formula, how to upload files, connect tools, choose models, and run Research mode for deep analysis.

Claude.ai Playbook — Prompting, Files, Models & Research Mode

Getting started with Claude.ai

Learn how to get the most out of chatting with Claude. This tutorial covers the basics of Claude's conversational interface, including how to craft effective prompts, upload supporting documents, use search and tools, customize your experience with styles and model selection, and leverage features like extended thinking and research mode. Whether you're new to Claude or looking to level up your skills, this video will help you work more effectively with your AI collaborator.

How I built a lightweight educational search app with Gemini 3 and AI Studio: web‑grounded answers, plain‑language analogies, and a focused teaching UI.

Teach AI Concepts with Gemini 3 — Build Plain‑Language Search UIs

Vibe Coding an Educational Search Tool with Gemini 3

Google DeepMind VP of Engineering Clement Farabet shows off a custom educational search tool he built to explain complex AI topics in simple terms. He asks the app to explain "Transformers" and the model generates a layman-friendly analogy about a group discussion to describe how the architecture works.

Vibe coding in AI Studio: Bring anything to life with Gemini 3 at ai.studio/build

Watch the full live stream here: https://www.youtube.com/live/YfFkPAso4kE

A quick-build app that turns office complaints into airline safety-card cartoons and applies context-aware photo edits using Gemini 3 and Nano Banana Pro with one-shot prompts.

Prototyping Playful AI: Airline Safety-Card Cartoons with Gemini 3 & Nano Banana Pro

Ammaar Stole My Conference Room App: How I Built Playful, Practical AI Tools with Gemini and Nano Banana Pro

Kat Kampf showcases the model's stylistic versatility by generating a custom airline safety card cartoon about office life. She also demonstrates a photography analysis tool that critiques her photos and generates improved versions based on composition rules like the Rule of Thirds.

Vibe coding in AI Studio: Bring anything to life with Gemini 3 and Nano Banana Pro at ai.studio/build

Watch the full live stream here: https://www.youtube.com/watch?v=y-RQ48sfPgM

Ammaar Stole My Conference Room App

See how a messy nine‑minute prompt in AI Studio (Gemini 3) turned into a playable fishing demo—Oklahoma sunset, cast & reel mechanics, and a collaborative vibe‑coding loop.

Vibe-Coding a Fishing Game with Gemini 3 — Playable Demo

Josh Woodward Vibe Codes a Fishing Game Live with Gemini 3

Josh Woodward joins the stream and vibe codes a fishing game set in an Oklahoma sunset. He demonstrates the iterative coding process by identifying a bug with the casting mechanic and having the model fix it live, eventually catching a whale in the game.

Vibe coding in AI Studio: Bring anything to life with Gemini 3 at ai.studio/build

Watch the full live stream here: https://www.youtube.com/live/YfFkPAso4kE

See how live Google Search + Gemini 3 Pro and Nano Banana Pro turn public data into a playful, stylized RPG character sheet—skills, quests, inventory, and custom images.

Live RPG Character Sheets with Nano Banana Pro & Gemini 3 Pro

Building an RPG Character Sheet with Nano Banana Pro

Kat Kampf demonstrates how Nano Banana Pro uses Google Search to retrieve real-time information and visualize it. She shows Logan Kilpatrick a vibe coded app that generates a stylized video game character profile and inventory based on his actual career and skills.

Vibe coding in AI Studio: Bring anything to life with Gemini 3 and Nano Banana Pro at ai.studio/build

Watch the full live stream here: https://www.youtube.com/watch?v=y-RQ48sfPgM

I built a voxel art builder in AI Studio using Gemini 3. Learn how limiting block count and palette produces creative, human-readable 3D voxel reconstructions from presets and uploaded images.

Gemini 3 and Constraint-Driven 3D Voxel Art: Building Expressive Models from Limited Palettes

Vibe Coding a 3D Voxel Art Generator with Gemini 3

Kat Kampf showcases a voxel art builder app where Gemini 3 takes uploaded images and reconstructs them using 3D blocks. She demonstrates the model's creativity by having it generate a "celestial tree" within the limited block palette of the application.

Vibe coding in AI Studio: Bring anything to life with Gemini 3 at ai.studio/build

Watch the full live stream here: https://www.youtube.com/live/YfFkPAso4kE

Reconstructing, from survivor testimony and postwar investigations, how liberated prisoners in Dachau, Buchenwald and other camps executed SS guards—and how these acts blurred the line between justice and revenge.

Liberation Turned Retribution: Prisoners' Executions of SS Guards

How Prisoners Executed SS Guards After the Liberation of the Camps

V posledních dnech války, kdy se Říše hroutila v troskách a kouři, se za ostnatými dráty vynořila brutální pravda: tábory, konečně osvobozené, zůstávaly místy smrti, hněvu a nevyřízených účtů. Toto je příběh o tom, co se stalo, když se vězni — stráveni roky hrůzy, ponížení a ztrát — setkali tváří v tvář se svými bývalými trýzniteli. V krajině, kde oficiální spravedlnost ještě nedorazila, její místo zaujala lidská spravedlnost: syrová, okamžitá, nezvladatelná.

Na základě svědectví přeživších, spojeneckých vojáků a poválečných dokumentů je rekonstruován emocionální chaos, který následoval po otevření táborů. Muži a ženy, kteří žili na pokraji vyhlazení, našli stráže SS neozbrojené, bez moci, zbavené ochranného stínu režimu. A v tom okamžiku se morální rovnováha, která držela svět pohromadě, zdála prasknout. To, co následovalo, nebyl prostý akt pomsty, ale výbuch potlačovaný celé roky: bití, improvizované soudy, popravy, které mísily spravedlnost a zuřivost stejnou měrou.

Scény, které se objevují — dvory plné křiku, baráky proměněné v soudní síně, kolony vězňů kráčejících s odhodláním zrozeným z bolesti — ukazují lidský jev tak znepokojivý, jak byl nevyhnutelný. Nejde o oslavování násilí, ale o pochopení toho, co se stane, když zlomená populace náhle získá zpět moc, která jí byla odňata.

Od prvních svědectví z Buchenwaldu a Dachau až po vyšetřování, která o desetiletí později rozplétala tyto chvíle morálního chaosu, tento příběh odhaluje složitost epizodu, který byl léta umlčován. Osvobození přineslo život a naději, ale také otevřelo dveře prudkému zúčtování, kde se oběti a kati setkali bez prostředníků.

Je to příběh, který nutí hledět za oficiální konec války, k okamžiku, kdy se spravedlnost, trauma a lidská zuřivost spojily v jediný čin. Příběh nepohodlný, nezbytný a hluboce lidský.

Jak Vězni Popravovali Stráže SS po Osvobození Táborů

Discover what it really takes to be AI-first: a two-by-two co-pilot vs autopilot framework, real founder examples, and how to redesign workflows to scale AI.

Building an AI-First Organization: Practical Frameworks & Founder Case Studies

What Does It Really Take to Build an AI-First Organisation?

Building an AI-first organisation isn't just about adopting new tools—it's about rebuilding your entire company from the ground up. This dynamic start-up panel from Canva's AI Vision event features founders from Wonder, Enhance Lab, Springboards, and Lorikeet who are doing exactly that.

Hear bold stories and unvarnished lessons from founders putting AI at the core of their organisations. Discover what it really means to restructure teams, reshape company culture, and reimagine products with AI as the foundation—not an add-on.

Through spicy, no-holds-barred questions, this panel cuts through the AI hype to reveal the real challenges, pivotal decisions, and hard-won insights from those on the frontlines of AI transformation.

Essential for founders, entrepreneurs, and business leaders ready to understand what AI-first actually means in practice.

What Does It Really Take to Build an AI-First Organisation? | Provocative Panel

Specialist medical AI flags subtle radiology findings, shortens time-to-diagnosis and supports clinicians—one real-life case shows the difference.

Specialist Medical AI: How Radiology Algorithms Are Saving Lives

Humans at the Heart: Industry-defining AI in Action

How is AI transforming healthcare? Dr. Aengus Tran, Founder and CEO of Harrison.AI, reveals how human-centered AI is revolutionizing medical diagnosis and treatment in this powerful keynote from Canva's AI Vision Event.

In this session, Dr. Tran shares his vision for integrating AI into healthcare—putting humans at the heart of innovation to deliver industry-defining results. Discover real-world examples of AI reshaping patient care, improving diagnostic accuracy, and transforming the future of medicine.

Whether you're in healthcare, tech, or simply curious about AI's potential, this talk offers invaluable insights into building AI solutions that truly serve people.

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