Multimodal RAG & Agentic Workflows via Enterprise h2oGPTe | Part 15

Multimodal RAG & Agentic Workflows via Enterprise h2oGPTe | Part 15

Video by H2O.ai via YouTube
Multimodal RAG & Agentic Workflows via Enterprise h2oGPTe | Part 15

How h2oGPTe grounds LLMs in enterprise data using multimodal RAG, hybrid search, and autonomous agent workflows.

LLMs don’t inherently know your internal products, policies, or customer history. h2oGPTe bridges this gap by ingesting 50+ file formats—including documents, audio, and video—using multi-engine OCR and native enterprise connectors for SharePoint, S3, and Azure. Hybrid retrieval combines semantic similarity and BM25 with Reciprocal Rank Fusion and cross-encoder reranking for precise, citation-backed answers. Agentic workflows extend RAG further by enabling autonomous retrieval, reasoning, and tool execution.

Technical Capabilities & Resources

➤ Document Ingestion & Transformation: 50+ format support with multi-engine OCR, table preservation, and enterprise connectors.
🔗 https://docs.h2o.ai/enterprise-h2ogpte/guide/collections/supported-file-types

➤ Built-in & External Vector Storage: Includes Vex embedded vector database plus integrations with external vector providers.
🔗 https://docs.h2o.ai/enterprise-h2ogpte/architecture/vector-database

➤ Advanced Hybrid Search: Combines semantic similarity, BM25, Reciprocal Rank Fusion, and cross-encoder reranking.
🔗 https://docs.h2o.ai/enterprise-h2ogpte/guide/chats/chat-settings#generation-approach

➤ Agentic Workflows: Autonomous agents that iteratively retrieve, reason, and trigger tool execution for complex queries.
🔗 https://docs.h2o.ai/enterprise-h2ogpte/guide/agents

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When Databases Disagree: Smarter Conflict Management in PostgreSQL, Gary Evans #FOSSASIA Summit 2026

When Databases Disagree: Smarter Conflict Management in PostgreSQL, Gary Evans #FOSSASIA Summit 2026

Video by FOSSASIA via YouTube
When Databases Disagree: Smarter Conflict Management in PostgreSQL, Gary Evans #FOSSASIA Summit 2026

Logical replication in PostgreSQL powers migrations, upgrades, CDC pipelines, and active/active architectures—but at its core, it is a flexible mechanism for transporting ordered data changes.

This talk explores major PostgreSQL 18 improvements to logical replication conflict handling, including explicit conflict detection, classification, and observability. Through live demos, see how conflicts that were once silent or vague apply failures are now visible, structured, and measurable.

Learn why PostgreSQL intentionally avoids built-in conflict resolution, allowing higher-level tools to implement safe and predictable behavior for blue/green deployments, migrations, and multi-active systems. We’ll also look ahead at the future of PostgreSQL logical replication and conflict management.

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/10491

#FOSSASIA #FOSSASIASummit #opensource #FOSS

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Stop Renting Intelligence: The Case for Sovereign AI | Vincent Caldeira

Stop Renting Intelligence: The Case for Sovereign AI | Vincent Caldeira

Video by FINOS via YouTube
Stop Renting Intelligence: The Case for Sovereign AI | Vincent Caldeira

Vincent Caldeira (Field CTO at Red Hat) explores the urgent need for Sovereign AI in financial services. He explains how open source provides the only viable path to independent control over infrastructure, data, and models, ensuring banks don’t just "rent opaque intelligence".

🇬🇧 Join us in London! Catch the latest on Sovereign AI and Open Source at OSFF London on June 25, 2026: https://hubs.ly/Q041YV9Z0 (Use Code: 26YTOSFFLN20C)

🕒 Timestamps:
0:00 Welcome: Why Sovereign AI Matters in Canada
0:45 The Tipping Point: Board Interest vs. Regulatory Scrutiny
1:15 Defining Sovereign AI in Finance
1:45 Operational Resilience and Data Exposure
2:15 Concentration Risk: The Danger of Single-Vendor Dependency
2:45 Explainability and OSFI Guidelines
3:15 Open Source as the Answer: The Platform Layer
4:15 The Rise of Open Models vs. Frontier Models
5:00 Governance as Proof: The AI Governance Framework
5:30 Three Takeaways: Platform, Supply Chain, and Industry Standards

📊 The Problem: Renting "Opaque Intelligence" When financial institutions rely on closed, proprietary AI vendors, they surrender control over their entire AI stack. This creates significant banking risks: Operational Resilience due to data exposure , Concentration Risk through single-vendor dependency , and Model Risk where decisions cannot be explained to regulators.

🏗️ The Solution: The Sovereign AI Stack
Vincent proposes a three-layer approach to achieving independent control using open technology:
* Open Platform Foundation: Building AI-as-a-Service using open technologies like Kubernetes and vLLM to run independently of specific infrastructure.
* Model Parity: Leveraging open models that have caught up to proprietary ones, allowing banks to tune them with private data within their own firewalls.
* Machine-Readable Governance: Using the FINOS AI Governance Framework to demonstrate control through automated, auditable policies.

⚙️ Why This Matters for Financial Engineering
* Supply Chain Transparency: Understanding where data comes from and how models are trained to mitigate systemic risks.
* Regulatory Proof: Building a governance framework that is truly in line with industry needs and provides "evidence" of compliance.

The takeaway: You must have independent control over your infrastructure, data, and models to truly own your AI future. Vincent Caldeira proves that open source is the essential foundation for Sovereign AI in finance.

🌐 More about FINOS: https://www.finos.org/
📧 Join our newsletter: https://www.finos.org/sign-up
🎙️ Listen to our Open Source in Finance Podcast: https://www.youtube.com/@FINOS/podcasts
LinkedIn: https://www.linkedin.com/company/finosfoundation

#FINOS #OSFFToronto #RedHat #SovereignAI #OpenSource #FinTech #BankingInnovation #AIGovernance #DigitalTransformation

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Late Night Linux – Episode 384

Late Night Linux – Episode 384

Video by The Late Night Linux Family via YouTube
Late Night Linux – Episode 384

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

There’s a new Ubuntu LTS release and quite a lot is new, Canonical’s infrastructure was taken down and we disagree about whether it could have been avoided, two recent examples of irresponsible vulnerability disclosure, and the Steam controller finally arrives with a hefty price tag.

https://latenightlinux.com/late-night-linux-episode-384/

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Ubuntu 26.04 Goes Wayland-Only by Default

Ubuntu 26.04 Goes Wayland-Only by Default

Video by Michael Tunnell via YouTube
Ubuntu 26.04 Goes Wayland-Only by Default

Ubuntu 26.04 is one of those LTS releases where the small details say a lot about where Linux desktop is going.

Follow for more #Linux and #tech #news

Full episode at https://thisweekinlinux.com/343

#podcast #technology #opensource

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We’ve Never Had This Much User Context, Now What?

We’ve Never Had This Much User Context, Now What?

Video by Rasa via YouTube
We’ve Never Had This Much User Context, Now What?

We’ve never had this level of user context before.

Soon, brands will be able to personalize every interaction in real time by injecting the right data at the right moment into AI systems.

This is what the future of customer experience looks like:
context-aware, dynamic, LLM-driven interactions.

Insights from Etie Hertz (GM of Conversational Intelligence @Contentsquare)

#conversationalai #LLM #customerexperience #personalization #AI

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Top 10 INSANE Linux Mint ACTIONS That Will Blow Your Mind! (RIGHT CLICK MAGIC)

Top 10 INSANE Linux Mint ACTIONS That Will Blow Your Mind! (RIGHT CLICK MAGIC)

Video by Linux Tex via YouTube
Top 10 INSANE Linux Mint ACTIONS That Will Blow Your Mind! (RIGHT CLICK MAGIC)

⚡ Try Linux on VPS! Spin up Linux distros in 30 seconds with Hostinger VPS
https://hostinger.com/linuxtex

Use code : LINUXTEX

Transform your Linux Mint file manager into a productivity powerhouse with these 10 must-have Nemo Actions. In this video, I walk you through the best right-click upgrades for Nemo — from converting image formats and merging PDFs to sending files to your phone wirelessly with Warpinator, all without leaving your file manager.

Whether you’re a Linux Mint beginner or a seasoned daily driver, these Nemo Actions will completely change how you work with files on Linux Mint Cinnamon.

In this video:

– Convert Image Format — batch convert JPG, PNG, WebP, AVIF, and even create PDFs
– Copy Path to Clipboard — instantly grab full file paths for terminal use
– Nemo Preview — QuickLook-style spacebar preview for any file
– Create Desktop Shortcut — symlink files to your desktop without cluttering it
– Compress PDF — shrink large PDFs locally, no sketchy websites needed
– VS Code Launcher — open any folder directly in VS Code from right-click
– Send to Phone with Warpinator — wireless AirDrop-style file transfer for Linux
– PDF Merger — combine multiple PDFs locally in seconds
– Verify Checksum — verify SHA256, SHA512, or MD5 hashes right from Nemo
– Backup File — one-click safety net before editing any config or script

All these actions are available in the Nemo Actions app built into Linux Mint. No third-party software, no sketchy online tools — everything runs locally on your machine.

Convert Image Format dependencies:
sudo apt update
sudo apt install zenity imagemagick poppler-utils img2pdf

Copy Path to Clipboard dependency:
sudo apt install xclip

Compress PDF dependency:
sudo apt install ghostscript

PDF Merger dependencies:
sudo apt install pdftk zenity

If pdftk is not available:
sudo apt install pdftk-java

Restart Nemo after installing/enabling actions:
nemo -q

Warpinator Android Play Store:
https://play.google.com/store/apps/details?id=slowscript.warpinator

VS Code Download Page:
https://code.visualstudio.com/download

Why Nemo Actions are a game-changer:

Nemo Actions are powerful right-click extensions that turn Linux Mint’s file manager into one of the most capable file managers on any operating system. From image conversion to PDF editing to wireless file transfer — these actions replace entire applications with a single right-click.

Who is this video for?

Linux Mint users, Cinnamon desktop fans, anyone switching from Windows or macOS who wants a more productive file management experience on Linux.

Tags: linux mint, nemo actions, linux mint file manager, cinnamon desktop, nemo right click, linux mint tips, linux mint tricks, linux productivity, linux mint tutorial, top nemo actions, linux file manager, linux mint cinnamon, warpinator linux, compress pdf linux, linux mint beginners, linux daily driver, linux desktop tips, nemo preview, linux mint 2025, best linux file manager

Timestamps:
0:00 Introduction
0:49 #10 Convert Image Format
2:31 #09 Copy Path to Clipboard
3:47 #08 Nemo Preview
6:28 #07 Create Desktop Shortcut
8:09 #06 Compress PDF
9:16 #05 VS Code Launcher
10:20 #04 Send to Phone with Warpinator
11:40 #03 PDF Merger
13:06 #02 Verify Checksum
14:38 #01 Backup File
15:45 Wrapping Up

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Linux Dev Time – Episode 149

Linux Dev Time – Episode 149

Video by The Late Night Linux Family via YouTube
Linux Dev Time – Episode 149

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

It’s yet another hot questions episode. Colour schemes, syntax highlighting, code patterns, fonts, and keyboards.

https://linuxdevtime.com/linux-dev-time-episode-149/

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Fedora 44, Ubuntu 26.04, Framework Laptop 13 Pro, Steam Controller, Zorin OS & more Linux news

Fedora 44, Ubuntu 26.04, Framework Laptop 13 Pro, Steam Controller, Zorin OS & more Linux news

Video by Michael Tunnell via YouTube
Fedora 44, Ubuntu 26.04, Framework Laptop 13 Pro, Steam Controller, Zorin OS & more Linux news

Support the show by becoming a patron at https://tuxdigital.com/membership or get some swag at https://store.tuxdigital.com/

This week in Linux, we have a TON of distro news to talk about with release from Ubuntu and Fedora. Ubuntu 26.04 LTS and Fedora Linux 44 were released recently. That’s not all, we also have releases Zorin OS and more. We also have some exciting hardware news from Valve and Framework. Valve revealed the date and price for their new Steam Controller. Framework recently had their [Next Gen] event where they revealed a bunch of cool stuff including the new Framework Laptop 13 Pro which they described it as the Macbook Pro for Linux users. All of this and more on This Week in Linux, the weekly news show that keeps you up to date with what’s going on in the Linux and Open Source world. Now let’s jump right into Your Source for Linux GNews!

### SHOW NOTES ►► https://thisweekinlinux.com/343

### Chapters:
00:00 Intro
00:51 Ubuntu 26.04 LTS Released
08:33 Ubuntu’s AI Future
12:29 Fedora Linux 44 Released
16:15 Framework Laptop 13 Pro & more
24:46 Valve Steam Controller
26:51 Zorin OS 18.1 Released
31:23 Trisquel 12 Released
34:54 Linux Mint 23 coming this Christmas plus HWE ISOs
39:47 Outro

SHOW NOTES ►► https://thisweekinlinux.com/343

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### Links:
– Ubuntu 26.04 LTS Released
– https://canonical.com/blog/canonical-releases-ubuntu-26-04-lts-resolute-raccoon
– https://www.omgubuntu.co.uk/2026/04/ubuntu-26-04-lts-released
– https://itsfoss.com/ubuntu-26-04-faq/
– https://www.phoronix.com/news/Ubuntu-26.04-LTS
– https://www.gamingonlinux.com/2026/04/ubuntu-26-04-resolute-raccoon-lts-is-out-now/
– Ubuntu’s AI Future
– https://discourse.ubuntu.com/t/the-future-of-ai-in-ubuntu/81130
– https://fossforce.com/2026/04/from-copilot-to-canonical-how-ubuntu-plans-to-add-ai-without-taking-over-your-pc/
– https://www.phoronix.com/news/Ubuntu-AI-Kill-Switch-Opt-In
– https://itsfoss.com/news/ubuntu-is-getting-ai/
– https://www.gamingonlinux.com/2026/04/canonical-clarify-their-ai-plans-for-ubuntu-linux-opt-in-and-easy-to-remove/
– Fedora Linux 44 Released
– https://fedoramagazine.org/announcing-fedora-linux-44/
– https://fedoramagazine.org/whats-new-in-fedora-kde-plasma-desktop-44/
– https://fedoramagazine.org/whats-new-fedora-workstation-44/
– https://www.gamingonlinux.com/2026/04/fedora-linux-44-is-out-now-as-one-of-the-best-linux-distributions/
– https://www.phoronix.com/news/Fedora-44-Released
– https://lwn.net/Articles/1070198/
– Framework Laptop 13 Pro & more
– https://frame.work/nextgen
– https://frame.work/laptop13pro
– https://www.omgubuntu.co.uk/2026/04/framework-13-pro-ubuntu-certified
– https://www.gamingonlinux.com/2026/04/framework-laptop-13-pro-revealed-with-major-changes-and-great-linux-support/
– https://www.phoronix.com/news/Framework-Laptop-13-Pro
– Valve Steam Controller
– https://store.steampowered.com/news/group/45479024/view/508485755865137686
– https://www.gamingonlinux.com/2026/04/the-new-steam-controller-releases-may-4th/
– https://www.phoronix.com/news/Steam-Controller-4-May
– Zorin OS 18.1 Released
– https://blog.zorin.com/2026/04/15/zorin-os-18.1-is-released/
– https://www.omgubuntu.co.uk/2026/04/zorin-os-18-1-released
– https://9to5linux.com/zorin-os-18-1-boosts-windows-app-support-by-40-improves-window-tiling
– Trisquel 12 Released
– https://trisquel.info/en/trisquel-120-ecne-release-announcement
– https://9to5linux.com/trisquel-gnu-linux-12-0-lts-released-with-gnu-linux-libre-6-8-kernel-mate-1-26
– https://www.phoronix.com/news/Trisquel-12-Linux
– Linux Mint 23 coming this Christmas plus HWE ISOs
– https://blog.linuxmint.com/?p=5019
– https://blog.linuxmint.com/?p=5022
– https://www.omgubuntu.co.uk/2026/04/linux-mint-next-release-christmas-2026
– https://www.gamingonlinux.com/2026/04/linux-mint-confirm-longer-release-cycles-the-next-release-is-planned-for-christmas-2026/
– https://www.phoronix.com/news/Mint-23-Alfa
– https://9to5linux.com/linux-mint-will-adopt-a-longer-development-cycle-starting-with-linux-mint-23
– https://www.omgubuntu.co.uk/2026/04/linux-mint-hwe-isos-announced#google_vignette
– https://www.phoronix.com/news/Linux-Mint-HWE-ISOs
– https://9to5linux.com/linux-mint-22-3-hwe-isos-now-available-for-download-with-linux-kernel-6-17
– Support the show
– https://tuxdigital.com/membership
– https://store.tuxdigital.com/

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Thanks For Watching!

#Linux #News #Podcast

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