open source

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.

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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

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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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Video by OpenAI via YouTube

More about our next generation voice model here: https://openai.com/index/introducing-gpt-live/

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Video by OpenCV via YouTube

Autonomous drones only fly as well as they can figure out where they are. Drop one into a forest, a dense city, or a disaster zone, and that gets a lot harder — the signals they normally lean on just aren’t there. This week we get into HUNT, a navigation approach built for exactly the places where the usual answers fall apart.

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

Thumbnail by Natalia de la Rosa natdlrs.com

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Video by NetApp Instaclustr via YouTube

Learn how OpenSearch’s sparse_vector field type enables neural sparse search — and see it running live on an OpenSearch cluster, all in under 6 minutes.

In this video, Ramya breaks down what sparse_vector is, how it differs from knn_vector, the key parameters you need to know when configuring it, and walks through a complete working example on OpenSearch Dashboards. By the end, you’ll know how to create a sparse vector index, ingest documents with token-weight pairs, run your first neural sparse search query — and how to decide when to use sparse_vector versus knn_vector.

If you haven’t seen the knn_vector video yet, I’d recommend starting there for context — it covers the dense vector side of the same story.

Watch now: https://youtu.be/lzygNYpVT-s

Learn more:

▶️ Full blog article (deep dive): https://www.instaclustr.com/blog/understanding-opensearch-vector-field-type-part-2-sparse_vector/

▶️ Try NetApp Instaclustr free trial: https://console2.instaclustr.com/signup

▶️ How to create an OpenSearch cluster on Instaclustr: https://www.youtube.com/watch?v=2RU-YqW5zsk

Be sure to subscribe for all things OpenSearch!

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Video by FOSSASIA via YouTube

Build map-powered mobile apps without vendor lock-in. In this FOSSASIA Summit 2026 session, Masashi Katsumata introduces MapConductor, an open-source middleware SDK that provides a unified API for popular map platforms, including Google Maps, Mapbox, ArcGIS, HERE, and MapLibre.

Discover how MapConductor simplifies cross-platform development by abstracting multiple map SDKs behind a consistent interface, reducing migration costs and allowing developers to focus on application logic instead of provider-specific implementations. The session also covers the project’s architecture, technical challenges, live demos, and roadmap toward a community-driven open-source ecosystem.

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/J7ZLCWT17WR1/

#FOSSASIA #FOSSASIASummit #opensource #FOSS

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