Linux After Dark – Episode 123

Linux After Dark – Episode 123

Video by The Late Night Linux Family via YouTube
Linux After Dark – Episode 123

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We revisit the topic of the dire situation with hardware prices, this time with a focus on getting the most out of machines with limited resources.

https://linuxafterdark.net/linux-after-dark-episode-123/

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Joule Agents and Joule Assistants Know Your Business

Joule Agents and Joule Assistants Know Your Business

Video by SAP via YouTube
Joule Agents and Joule Assistants Know Your Business

AI doesn’t just answer questions anymore. Joule Agents execute.

SAP Joule Agents handle multi-step business tasks across finance, HR, supply chain, procurement, and more – so your team stays focused on the decisions that actually need them.

Learn more: https://sap.to/6057B8Si6F

#JouleAgents #AI #AIAgents

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A Concerning Leak Occurs on the International Space Station

A Concerning Leak Occurs on the International Space Station

Video by TWiT Tech Podcast Network via YouTube
A Concerning Leak Occurs on the International Space Station

On This Week in Space, Rod Pyle & Tariq Malik are joined by legendary flight director Gerry Griffin to talk about the air leak that occurred in the International Space Station.

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Open Source Digest: R Debugging, Wikimedia Mentorship, & More

Open Source Digest: R Debugging, Wikimedia Mentorship, & More

R Language & Community Social Coworking & Office Hours: Join the upcoming session focused on debugging in R, a great opportunity for R users to collaborate and troubleshoot together. Rencontres R 2026: Mark your calendars for the 2026 R conference in Nantes, France, bringing together the R community for talks, workshops, and networking. Open Source … Read more

Open Source Revolution: AI, Security & Gov Shifts

Open Source Revolution: AI, Security & Gov Shifts

Top Story Analysis The open-source ecosystem is experiencing a defining moment. On one hand, Google is doubling down with open models like Gemma 4 and open-sourcing critical research frameworks, signaling a strategic embrace. On the other, security threats are escalating—fake open-source sites delivering malware and AI worms exploiting open-weight models pose real risks. Meanwhile, governments … Read more

Open Source News: AI, Tools, and Community Insights

Open Source News: AI, Tools, and Community Insights

Navigating the Open Source Landscape: Key Trends and Insights This week’s digest highlights several critical themes: the rise of specialized AI development tools, the importance of observability in AI agents, and the continued growth of open source alternatives in enterprise and personal computing. From code efficiency to business ROI, the open source community is delivering … Read more

Optimizing ML Models for Business ROI with H2O Driverless AI | Part 25

Optimizing ML Models for Business ROI with H2O Driverless AI | Part 25

Video by H2O.ai via YouTube
Optimizing ML Models for Business ROI with H2O Driverless AI | Part 25

How H2O.ai aligns ML model development with business outcomes using custom scorers, ROI documentation, and enterprise tool integration.

AI projects only succeed when they deliver measurable business value. H2O.ai organizes technical work around strategic goals using structured workspaces and business metadata tagging. Custom scoring functions in Driverless AI allow teams to optimize models directly for profit functions—such as customer retention probability or intervention costs—rather than generic statistical metrics. The H2O Super Agent can autonomously draft ROI analyses, while API integrations with tools like Jira and ServiceNow synchronize the model lifecycle with existing enterprise workflows.

Technical Capabilities & Resources

➤ Goal-Oriented Workspaces: Organize AI projects around business strategy and expected outcomes using collaborative workspace descriptions.
🔗 https://docs.h2o.ai/haic-documentation/guide/general/create-manage-workspaces

➤ Custom Business Value Scoring: Optimize Driverless AI models directly for revenue or cost-based profit functions using custom scorers.
🔗 https://github.com/h2oai/driverlessai-recipes/blob/master/scorers/classification/binary/profit.py

➤ Automated Business Documentation: Use AutoDoc and the H2O Super Agent to generate business cases and ROI analyses from model performance data.
🔗 https://docs.h2o.ai/driverless-ai/latest-stable/docs/userguide/autodoc.html

➤ Enterprise Tool Integration: Synchronize model lifecycle events with Jira, ServiceNow, or Azure DevOps via the Python API.
🔗 https://docs.h2o.ai/driverless-ai/latest-stable/docs/userguide/python_client.html

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Why Do Coding Agents Need Tracing? | MLflow 3.12

Why Do Coding Agents Need Tracing? | MLflow 3.12

Video by MLflow via YouTube
Why Do Coding Agents Need Tracing? | MLflow 3.12

Coding agents need tracing because chat logs and file diffs do not show every tool call, token cost, or sub-agent step. MLflow 3.12 traces Claude Code, Codex, Gemini CLI, OpenCode, Qwen Code, and OpenHands so you can see what the agent actually did.

From the MLflow 3.12 deep dive with Yuki Watanabe (Databricks).

Full webinar: https://www.youtube.com/watch?v=A1aNFvApZv8
Docs: https://mlflow.org/docs/latest/genai/tracing/

#MLflow #CodingAgents #AIObservability #GenAI #LLMOps

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Building Data Dashboards all in SQL, Jorin Vogel, #FOSSASIA Summit 2026 #database

Building Data Dashboards all in SQL, Jorin Vogel, #FOSSASIA Summit 2026 #database

Video by FOSSASIA via YouTube
Building Data Dashboards all in SQL, Jorin Vogel, #FOSSASIA Summit 2026 #database

Want to build dashboards with SQL instead of complex BI tools? This session introduces Shaper, an open source dashboard tool built on DuckDB that makes data visualization fast and flexible.

Learn how to create interactive dashboards using live data from PostgreSQL, S3, and Google Sheets, all powered by SQL. We’ll also explore how Shaper works with code editors and AI assistants to speed up analytics and dashboard development.

Whether you’re a developer, data engineer, or analyst, discover how DuckDB and open source tools can simplify modern data visualization and analytics workflows.

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 slide: https://eventyay.com/ev/88882f3e/talk/0UX0JMQ8HA61/

#FOSSASIA #FOSSASIASummit #opensource #FOSS #database

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