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
Video by OpenAI via YouTube
Zapier is a remote first company, so their team is working across multiple tools like Slack, Google Docs and Coda. For Ryan Fitzgerald, Codex is the one piece that pulls it all together.
➡️ https://lnkd.in/dnxrM282
Video by H2O.ai via YouTube
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.
đź”— 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.
đź”— 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.
đź”— 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.
đź”— https://docs.h2o.ai/driverless-ai/latest-stable/docs/userguide/python_client.html
Video by MLflow via YouTube
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
Video by FOSSASIA via YouTube
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
Video by CNCF [Cloud Native Computing Foundation] via YouTube
Research Engineer Haleema Khan shares her experience at KubeCon + CloudNativeCon. From exploring AI automation to learning face-to-face from experts in cloud native architecture, see why this community is vital for engineering growth. Like and subscribe for more insights.
#Shorts #KubeCon #CNCF #CloudNative #Engineering
Video by Meta Open Source via YouTube
The Project Aria team is officially releasing code for Aria Gen 2 Stereo Depth Estimation with NVIDIA’s FoundationStereo. This includes a tutorial of the full steps to perform stereo rectification and depth-from-stereo, as well as a tool to export dense metric depth from any Aria Gen 2 recording.
Our depth-from-stereo pipeline is built on top of two critical components: a highly accurate and generalizable stereo foundation model, FoundationStereo, and pixel-accurate online calibration of the stereo cameras on Aria Gen 2 devices with Visual Inertial Odometry (VIO). FoundationStereo is trained on over 1 million photorealistic synthetic pairs and delivers accurate stereo disparity estimates on Aria Gen 2 data without any fine-tuning needed. To convert these disparity estimates into metric depth estimates we leverage our state-of-the-art VIO system running on-device to provide continuously refined stereo calibration parameters as the glasses move and change over time.
Why this matters:
🤖 Zero-Shot Generalization: Works in diverse environments without retraining.
⚡️ High Performance: Real-time ready, capable of 20 FPS (with TensorRT).
🛠️ Full Pipeline: Covers stereo image rectification and disparity estimation.
🔓 100% Open Source: Built for the research and developer community.
Whether you are building for Robotics, AR/VR, or SLAM, Project Aria Gen 2’s depth-from stereo capability provides the robust depth foundation you’ve been waiting for.
👉 GitHub Tutorial & Tools: https://github.com/facebookresearch/projectaria_gen2_depth_from_stereo
#ProjectAria #ComputerVision #OpenSource #Robotics #MachineLearning #AITools #StereoVision
Video by The Late Night Linux Family via YouTube
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Microsoft threatens a security researcher for disclosing vulnerabilities publicly, bricks old versions of Office, and announces their version of OpenClaw. Plus keeping up with the latest technology.
https://2.5admins.com/2-5-admins-302/
Video by SAP via YouTube
Expand your SAP landscape faster with SAP Store, the trusted marketplace for SAP and partner solutions.
SAP Store helps organizations discover, try, and buy solutions from SAP and trusted partners without starting from scratch. In this video, see how customers can find what they need, add solutions to their cart, and check out through a streamlined purchasing experience.
With access to more than 3,600 SAP and partner offerings, SAP Store makes it easier to add new capabilities to your existing SAP environment. Customers can add solutions to an existing contract with co-terming or start a separate contract, giving teams more flexibility and control as business needs evolve.
Whether you’re expanding current SAP solutions, adding partner-built capabilities, or looking for a faster way to procure software, SAP Store helps you grow at your own pace.
Explore SAP and partner solutions: https://sap.to/6052B8U0A4
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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://sap.to/6053B8U071
#SAP #SAPStore #EnterpriseSoftware
Video by TWiT Tech Podcast Network via YouTube
On Intelligent Machines, Leo, Jeff, and Mike Elgan talk about the big AI IPOs.
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