open source

Video by FINOS via YouTube

Stop chasing perfect data quality and start building for your specific use case.

Whether you are designing simple navigation or complex autonomous driving systems, the precision requirements shift dramatically. We analyze how to evaluate your map data needs effectively to avoid over-engineering your infrastructure.

We also look at how Overture Maps fits into this framework to help you prioritize the right metrics for your project.

Subscribe for more technical breakdowns on geospatial engineering.

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Video by Awesome Open Source via YouTube

In this time where storage is at an all time high, and it just doesn’t make sense for the average person to buy, I started thinking about those old drives I’ve got laying around. I have a few 3 and 4 TB drives, and quite a few old 1 TB drives, plus a few NVMes that I hadn’t used yet. If I combine those into a larger set, I have a decent amount of storage.

That’s exactly what the Terramaster D8 Hybrid USB enclosure gives me… the ability to combine those disparate drives into something much more useful.

=== Links ===
Official link：https://www.terra-master.com/products/d8-hybrid-2
Amazon US: https://www.amazon.com/dp/B0GXX9W1LM/
Amazon UK: https://www.amazon.co.uk/dp/B0GXXQH72Y/

=== Support the Channel ===
Get the AwesomeOpenSource Merchandise
https://osia.printify.me

Support my Channel and ongoing efforts through Patreon:
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Buy Me a Coffee or Beer
https://paypal.me/BrianMcGonagill?country.x=US&locale.x=en_US

=== Get My Novel ===
Entanglement – by Brian McGonagill

Dave is just a normal guy with a normal job that he doesn’t like that much. That is, until he meets Leo, and gets the job he never imagined. Action, adventure, betrayal, love, loss, and some serious weirdness happen throughout this science fiction thrill-ride.

— eBook on Amazon by Country —
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— Hard cover by Country —
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PL – Poland – https://www.amazon.pl/dp/B0DZPVSRNZ
SE – Sweden – https://www.amazon.se/dp/B0DZPVSRNZ

=== Timestamps ===
00:00 Beginning
00:01 Introduction
01:01 Unboxing
03:30 Inserting Drives
07:30 Using the D8 Hybrid 2

=== Contact ===
Matrix: @mickintx:discuss.opensourceisawesome.com
Mastodon: @MickInTx@fosstodon.org

=== Special Thanks ===
Gabriela Lopez – Video Editor

=== Affiliates ===
Get a super cheap, yet pwerful VPS at Racknerd
https://my.racknerd.com/aff.php?aff=14764

Get a $25.00 credit for Digital Ocean by signing up with this link:
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Use Hover as your Domain Name Registrar to get some great control over you domains / sub-domains:
https://hover.com/SHPaiirr

Support my Channel and ongoing efforts through Patreon:
https://patreon.com/awesomeopensource

What does the money go to?
To Pay for Digital Ocean droplets, donations to open source projects I feature, any hardware I may need to purchase for future episodes.

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Video by TWiT Tech Podcast Network via YouTube

Three hikers were rescued after relying on Gemini for their Mount Shasta expedition. The AI advised them to carry insufficient food and water, leading to a multi-day ordeal after they got lost in the dark. #GeminiAI #HikingSafety #MountShasta #AIAdventures #Rescue

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Video by The Linux Cast via YouTube

Today I talk about the misconception that Linux is a secure operating system.

👇 PULL IT DOWN FOR THE GOOD STUFF 👇

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==== Special Thanks to Our Patrons! ====
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==== My Gear ==== (Affiliate Links)

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#ramble #linux #thelinuxcast

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Video by OpenAI via YouTube

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Video by MLflow via YouTube

Learn how to write, register, and manage custom and third-party MCP servers with the MLflow MCP registry.

The registry is a central place to register, version, discover, and alias MCP servers so tools can be tracked in an MLflow tracking server. It works similarly to a prompt registry.

This tutorial covers:
🔹 Three registry entities: MLflow Server (a logical server with a canonical namespace slug, for example io.github…), MCP Server 🔹 Version (snapshot and version a set of tools as they move from staging to development to production), and Access Point (how the MCP client connects, via standard IO locally over IPC or stream HTTP with JSON-RPC over HTTP)
🔹 Lifecycle stages: Draft, Active, Deprecated, and Deleted. An active server cannot be deleted until it has been deprecated first
🔹 Building a custom MCP server: a Python FastMCP example called "order analytics," an in-memory fake database, with tools created by decorating functions with @mcp.tool
🔹 Registering servers: JSON config for the custom server and a third-party Wikipedia server (deep-wiki), then querying them with the MCP client API and with natural language in Claude
🔹 Versioning in the UI: bump a version, apply a production alias, and keep multiple active versions (staging and production) side by side
🔹 Cleanup: a helper that kills active subprocesses and unregisters entities so the workflow stays idempotent

Notebook: https://github.com/dmatrix/mlflow-genai-tutorials/blob/main/mlflow_mcp_registry.ipynb

Speaker: Jules Damji, Developer Advocate, Databricks

00:00 – Introduction to the MLflow MCP Registry
01:06 – MLflow MCP Registry Architecture Overview
02:08 – Understanding the Three Registry Entities
04:58 – Environment Setup & Prerequisite Packages
06:02 – Building a Custom MCP Server in Python
08:33 – Registering a Custom Server in the MLflow UI
10:19 – Querying the Custom Server Using the Client API
12:58 – Registering and Accessing an External Server (Wikipedia)
14:24 – Querying the External Server via Natural Language (Claude)
16:44 – Managing Versions, Lifecycle Stages, and Workspace Cleanup

#MLflow #MCP #Databricks #GenAI #Python #Claude #ModelRegistry

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Video by FINOS via YouTube

Why dataset-level metadata fails to support complex agentic workflows.

Learn why modern AI agents require record-level metadata to function accurately across dynamic databases. This guide covers how to implement granular data management strategies to improve your data processing pipelines.

Subscribe for more technical deep dives into building reliable AI systems.

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Video by TWiT Tech Podcast Network via YouTube

Discover how a simple question about round screens transformed Star Trek’s visual universe. From motion pictures to The Next Generation, this artist redefined sci-fi graphics. #StarTrek #GraphicDesign #SciFiArt #BehindTheScenes #FilmHistory

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