open source

Video by OpenAI via YouTube

See how the Codex Micro, a customizable keyboard built with Work Louder for Codex, helps you move through a build without leaving your flow. In this demo, GPT-5.6 Sol creates a word game while the Micro handles voice dictation, task switching, reasoning controls, permission requests, and follow-up prompts.

Get yours: https://openai.com/supply/

Chapters:
00:00 Introducing the Codex Micro
00:24 Voice dictation
00:45 Skills, Plan mode, and reasoning
01:01 Switching between tasks
01:16 Notifications and permissions
01:28 Queueing follow-up work
01:49 Game result and customization

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Video by Hugging Face via YouTube

Inkling by Thinking Machines is here, a 1 TRILLION parameter open model that natively understands images, text, AND audio, with a 1M token context window. In this video, we break down the architecture, show you how to run it, and share our vibe-eval results.

Now on Hugging Face 🤗 https://huggingface.co/thinkingmachines/Inkling

⚡ TL;DR
• 975B total / 41B active params (MoE, 256 experts)
• Native image, text & audio input — one model, no separate encoders
• 1M context window, trained on 45T tokens
• BF16 + calibrated NVFP4 checkpoints, MTP layers for speculative decoding
• Day-0 support: transformers, SGLang, vLLM, llama.cpp

⏱️ CHAPTERS
00:00 Intro — what is Inkling?
00:00 Architecture deep dive (relative attention, hybrid attention, SConv)
00:00 MoE with shared expert sinks
00:00 Vision & audio towers explained
00:00 Running it: transformers pipeline
00:00 Serving with SGLang & vLLM
00:00 Free inference via Inference Providers
00:00 1-bit GGUFs with llama.cpp & Unsloth
00:00 Agentic coding demo with Pi
00:00 MTP speculative decoding
00:00 Vision & audio vibe evals
00:00 Post-training with tinker + OpenEnv
00:00 Benchmarks & final thoughts

🔧 TRY IT
• Model (BF16): https://huggingface.co/thinkingmachines/Inkling
• Model (NVFP4): https://huggingface.co/thinkingmachines/Inkling-NVFP4
• GGUF quants: https://huggingface.co/unsloth/inkling-GGUF
• Inference Providers (free for 2h at launch): https://huggingface.co/thinkingmachines/inkling?inference_api=true
• Quick start: pip install -U transformers, then pipeline("any-to-any", model="thinkingmachines/Inkling")

📚 RESOURCES
• Full blog post: https://huggingface.co/blog/thinkingmachines-inkling
• Vibe eval images & results: https://huggingface.co/buckets/merve/inkling
• RL example (tinker + OpenEnv): https://github.com/huggingface/OpenEnv
• Distillation with TRL (GOLD): https://github.com/huggingface/trl

💡 KEY TAKEAWAYS
• Needs ~2TB VRAM in BF16 (600GB in NVFP4) — but 1-bit GGUFs retain ~74% top-1 accuracy at 86% smaller
• Reasoning effort is tunable from "none" to "max"; medium (0.7) is the sweet spot
• The model transcribes/OCRs inputs first, then reasons — prompt accordingly
• Great for multimodal reasoning apps, document processing, and fine-tuning

👥 By burtenshaw, merve, pcuenq & ariG23498 from Hugging Face

#Inkling #ThinkingMachines #HuggingFace #OpenSource #LLM #Multimodal #AI #MachineLearning

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Video by FOSSASIA via YouTube

Want to become a Google Summer of Code (GSoC) contributor? This session shares the best tips for applying successfully to GSoC and starting your open source journey. Learn how to choose the right project, match your interests with organizations, and avoid common application mistakes.

We’ll cover what to do—and what not to do—to improve your chances of being selected and becoming a long-term open source contributor. Perfect for students, beginners, and future GSoC applicants.

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/ev/88882f3e/talk/NQL8GB89SNN3/

#FOSSASIA #FOSSASIASummit #opensource #FOSS

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Video by Open Data Science and AI Conference via YouTube

Multi-agent systems promise autonomous workflows, specialized agents, and major productivity gains—but production reality is more complicated.

In this ODSC AI East 2026 session, Sinan Ozdemir, Founder of Crucible and AI & LLM Advisor at Tola Capital, explores the case for and against harnessing multi-agent systems. Drawing on enterprise deployments, his book Building Agentic AI, and real-world lessons from agent failures, Sinan breaks down why autonomy alone is not enough.

The session examines how teams can balance agent freedom with architectural constraints, evaluation loops, cost controls, human-in-the-loop gates, and progressive autonomy. Watch to learn how to decide how much “harness” your agents need and how to build multi-agent systems that deliver value without becoming systems you have to babysit.

————————————————————————————————————-

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/

Follow us online!
• Facebook: https://www.facebook.com/OPENDATASCI
• Instagram: https://www.instagram.com/odsc/
• Blog: https://opendatascience.com/
• LinkedIn: https://www.linkedin.com/company/open-data-science/
• X (twitter): https://x.com/_odsc

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Video by SAP via YouTube

SAP S/4HANA Cloud Public Edition 2608 brings Business AI, intelligent agents, and continuous ERP innovation into everyday work.

In this release overview, Bert Schulze, Head of Product Success for SAP Cloud ERP, shares his personal highlights from the 2608 release. See how SAP S/4HANA Cloud Public Edition continues to evolve with AI-assisted experiences, SAP-managed business scenarios, and core ERP innovations across finance, manufacturing, workplace safety and compliance, and professional services.

You’ll see how Business AI helps people work faster while staying in control, from updating ERP transactions with natural language, to accelerating receivables and payables clearing, to helping production supervisors identify scheduling conflicts and keep operations moving. You’ll also get a closer look at new capabilities for hazardous substance inventory management and a redesigned time-recording experience across desktop and mobile.

🧠 AI-assisted easy fill — Use natural language to update ERP transactions faster and reduce manual data entry.

💰 Receivables and payables clearing agent — Analyze open items, propose balanced clearing entries, explain recommendations, and support faster financial close.

🏭 Production planning and operations agent — Help supervisors check component availability, identify scheduling conflicts, and support order release through natural language.

🦺 Hazardous substance inventory — Centralize hazardous substance, product, and safety information to support compliance and workplace safety.

⏱️ Time recording app — Log project time faster with flexible entry, bulk edits, personalized views, and a consistent desktop and mobile experience.

Chapters:
00:00 Welcome & Introduction
00:35 The Autonomous Enterprise & Business AI
00:58 SAP-managed business scenarios
01:40 Business AI in SAP S/4HANA Cloud
01:54 AI-assisted easy fill (User Experience)
02:29 Receivables & payables clearing agent (Finance)
02:58 Production planning & operations agent (Manufacturing)
03:25 Hazardous substance inventory (Workplace Safety & Compliance)
03:50 New and improved time-recording app (Professional Services)

• Read Bert Schulze’s complete SAP S/4HANA Cloud Public Edition 2608 Release Highlights blog: https://community.sap.com/t5/enterprise-resource-planning-blog-posts-by-sap/what-s-new-in-sap-s-4hana-cloud-public-edition-2608-release/ba-p/14438491
• Explore SAP Community:
https://sap.to/6055CIrvT
• Learn more about SAP Cloud ERP: https://sap.to/6056CIrvp

Follow us on social:
LinkedIn: https://www.linkedin.com/company/sap/
Instagram: https://www.instagram.com/sap
Facebook: https://www.facebook.com/SAP/
Threads: https://www.threads.com/@sap

About SAP:
As a global leader in enterprise applications and business AI, SAP stands at the nexus of business and technology. For over 50 years, organizations have trusted SAP to bring out their best by uniting business-critical operations spanning finance, procurement, HR, supply chain, and customer experience. For more information, visit: https://www.sap.com/index.html

#SAP #SAPCloudERP #SAPBusinessAI

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Video by TWiT Tech Podcast Network via YouTube

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.

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Video by The Linux Cast via YouTube

The guys are back, this time the wheel of doom returns! We’re going to have to defend takes that are not ours. Should be fun.

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#Credits
Logo courtesy of pedropaulo.net
Intro courtesy of https://www.fragcgi.com/?i=1

[show notes]
https://git.thelinuxcast.org/notes/s10/1020.md

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