MetriCal and AutoCal: Calibration Forever

MetriCal and AutoCal: Calibration Forever

Video by OpenCV via YouTube
MetriCal and AutoCal: Calibration Forever

OpenCV Live! returns with a new episode on one of the toughest problems in computer vision: camera and sensor calibration. Luckily for us, we’ve got Brandon Minor, CEO of Tangram Vision, to tell us how it’s done. Join our live stream to see the latest calibration technology and stick around for our giveaway of a free OpenCV University course to one lucky viewer.

OpenCV is a 501(c)(3) registered non-profit in the United States. See how you can support open source CV & AI: http://opencv.org/support/

Watch along for your chance to win during our live trivia segment, and participate in the live Q&A session with questions from you in the audience.

Become a paid member of the channel to help us make more episodes https://www.youtube.com/channel/UCkrcW82Y2kbgU-U9RaYfgxw/join

Got a cool project of your own? Send it to us and you may be featured https://www.jotform.com/form/233105358823151

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PyTorch 2.12 Release Live Q&A

PyTorch 2.12 Release Live Q&A

Video by PyTorch via YouTube
PyTorch 2.12 Release Live Q&A

PyTorch 2.12 includes major updates across compilation, distributed systems, export, graph capture, and accelerator support. Highlights include a new device-agnostic torch.accelerator.Graph API, up to 100x faster batched eigenvalue decomposition on CUDA, support for microscaling quantization formats in torch.export.save, and expanded CUDA, ROCm, XPU, MPS, and Arm platform support.

Join us on Wednesday, May 20 at 10:00 AM PT for a live Q&A with panelists Andrey Talman, Alban Desmaison, and Joe Spisak, moderated by Chris Gottbrath. The panel will provide a brief overview of the release and answer your questions live. Register today!

Topics include:

-Device-Agnostic Accelerator Graph Capture
-ProcessGroup Support in Custom Ops
-torch.export.save Support for Microscaling Quantization Formats
-Fused Adagrad Optimizer Support
-FlightRecorder Updates
-Multi-GPU and Multi-Node Profiling Improvements
-Updated Backend Selection for torch.linalg.eigh on CUDA
-Expanded CUDA, ROCm, XPU, MPS, and Arm Platform Support

Register today.

Panelists:
Andrey Talman is a Software Engineer at Meta, primarily focused on open source releases for PyTorch and its ecosystem libraries. He works on release management, continuous integration, and process improvements, ensuring high-quality and timely delivery of PyTorch and related projects.

Alban Desmaison is a Research Engineer at Meta and the Lead Core Maintainer of PyTorch.

Joe Spisak is Vice President of Product and Head of Open Source at Reflection AI. He is a PyTorch core maintainer, serves on the PyTorch Foundation Governing Board, and previously worked at Meta.

Moderator:
Chris Gottbrath is a Group Technical Program Manager supporting PyTorch at Meta and Chair of the PyTorch Foundation Marketing Committee.

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Building a Cost Aware Kubernetes Control Plane Using Open Source Tooling, Sooraj T S, #FOSSASIA 2026

Building a Cost Aware Kubernetes Control Plane Using Open Source Tooling, Sooraj T S, #FOSSASIA 2026

Video by FOSSASIA via YouTube
Building a Cost Aware Kubernetes Control Plane Using Open Source Tooling, Sooraj T S, #FOSSASIA 2026

Running multi-tenant Kubernetes with open source tools is complex—and resource requests and limits alone aren’t enough. This talk explores real-world challenges like cost attribution, noisy neighbor issues, and inefficient resource usage in shared clusters.
Learn key strategies for better scheduling, avoiding autoscaling pitfalls, and improving observability to run Kubernetes reliably at scale. Discover practical patterns to build efficient, cost-aware, and sustainable multi-tenant Kubernetes environments.

FOSSASIA Summit 2026 held in Bangkok, is Asia’s leading Open Source tech conference featuring sessions on #AI, #Cloud, #DevOps, #Open Hardware, #Security, #Web #Mobile Technologies, #Web3, and #Databases. Learn more: http://summit.fossasia.org

Session slides: https://eventyay.com/e/88882f3e/session/10357

#FOSSASIA #FOSSASIASummit #opensource #FOSS

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Pyrefly v1.0.0 is here!

Pyrefly v1.0.0 is here!

Video by Meta Open Source via YouTube
Pyrefly v1.0.0 is here!

Pyrefly is a fast, open-source type checker and language server for Python, built by Meta and ready for production

Useful links:
Get started: pyrefly.org
Tips for getting your agent to use Pyrefly: https://pyrefly.org/blog/pyrefly-agentic-loop/
Github: https://github.com/facebook/pyrefly
Discord: https://discord.gg/Cf7mFQtW7W

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ABCs of CVEs | SUDO Show 76

ABCs of CVEs | SUDO Show 76

Video by Sudo Show via YouTube
ABCs of CVEs | SUDO Show 76

SUDO Show 76, “ABCs of CVEs,” breaks down how modern Linux vulnerabilities go from scary headlines to real-world fixes. Bill, Neal, and Brandon start with conferences and Neal’s new Framework 13 Pro running Fedora, then dive into AI‑assisted security research and what tools like Claude and others are actually doing in the CVE pipeline. Neal walks through recent high‑profile issues like Pack2TheRoot in PackageKit, the copy.fail kernel optimization bug, and the Dirty Frag vulnerability, explaining how disclosure, embargoes, and coordination really work from a distro maintainer’s perspective. Brandon then focuses on CVE patching best practices, testing and release strategies, tools like Foreman and Uyuni for managing updates, and how to interpret CVSS scores and risk without panicking, before the crew wraps with advice for new grads who want to get into security without setting their hair—or their clusters—on fire.

Show Links:
Foreman – https://theforeman.org/
Uyuni – https://www.uyuni-project.org/
Pack2TheRoot – Linux local privilege escalation write‑up
https://github.security.telekom.com/2026/04/pack2theroot-linux-local-privilege-escalation.html
copy.fail – kernel copy‑on‑write vulnerability
https://copy.fail/
Dirty Frag – universal Linux LPE PoC
https://github.com/V4bel/dirtyfrag#dirty-frag-universal-linux-lpe

Chapters:
00:00 Intro – ABCs of CVEs
00:35 Conferences and the Framework 13 Pro
04:14 What Has Brandon Been Up To?
05:43 AI and CVEs – Claude and Friends
06:53 Pack2TheRoot – PackageKit and Fedora Workstation
08:52 copy.fail – Kernel Optimization Gone Wrong
14:15 Dirty Frag – Embargo, Break, and Rapid Response
14:52 How CVEs Are Reported and Coordinated
17:02 Brandon’s CVE Patching Best Practices
19:51 Testing and Releasing Patches Safely
20:32 Communications, CVSS Scores, and Risk
24:22 Tools – Foreman, Uyuni, and CVE Lists
26:02 Tools to Figure Out Which CVEs Matter
27:38 Yes, I Use AI Every Day
29:56 Counterpoint on AI
35:11 Quantifying and Prioritizing Risk
44:30 Does Immutability Save You?
49:07 Zero CVE – Is It Possible?

Connect with the Hosts:
Bill – @ctlinux on Mastodon
Neal – @neal@social.gompa.me on Mastodon
Noel – https://github.com/noelmiller

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How AI is Transforming the Fan Experience in Major League Baseball with Neil Weiss

How AI is Transforming the Fan Experience in Major League Baseball with Neil Weiss

Video by Open Data Science and AI Conference via YouTube
How AI is Transforming the Fan Experience in Major League Baseball with Neil Weiss

Neil discusses how the Guardians use technology, data, AI, and operational innovation to compete against larger-market MLB teams, improve the fan experience, support internal teams, and help the organization make smarter decisions across both business operations and player development.

Visit our website and choose the nearest ODSC event to attend and experience all our training and workshops: https://odsc.ai

To watch more videos like this, visit https://aiplus.training

Sign up for the newsletter to stay up to date with the latest trends in data science: https://opendatascience.com/newsletter/

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2.5 Admins 299: RMAggravation

2.5 Admins 299: RMAggravation

Video by The Late Night Linux Family via YouTube
2.5 Admins 299: RMAggravation

Support us on Patreon and get an ad-free RSS feed with some early episodes. https://www.patreon.com/LateNightLinux

People trying to return defective hard drives and RAM are finding out why consumer protection laws would be good, GoDaddy accidentally gave someone’s domain name away, and when and how to fix ZFS fragmentation.

https://2.5admins.com/2-5-admins-299/

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Linux 7.0 Released: What’s New in the Kernel?

Linux 7.0 Released: What's New in the Kernel?

Video by Michael Tunnell via YouTube
Linux 7.0 Released: What's New in the Kernel?

Linux 7.0 has arrived, and it brings some big changes worth paying attention to. In this video, I break down what’s new, why this release matters, and what it could mean for the future of Linux.

For the full episode of TWIL 342 = https://youtu.be/27aBvj1sf50

### SHOW NOTES ►► https://thisweekinlinux.com/342

### Links:
– https://kernelnewbies.org/Linux_7.0
– https://lwn.net/Articles/1067330/
– https://www.gamingonlinux.com/2026/04/linux-kernel-7-0-is-out-now/
– https://itsfoss.com/news/linux-kernel-7-0-release/
– https://www.phoronix.com/news/Linux-7.0-Released

Thanks For Watching!

#Linux #News #Podcast

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