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Gwyneth Peña-Siguenza

@madebygps.com
1.2K followers 171 following 67 posts

@microsoft python advocate @learntocloud core maintainer madebygps.azurewebsites.net

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Reposted by Gwyneth Peña-Siguenza
pamelafox.bsky.social @pamelafox.bsky.social · 03/04/2026
FastMCP now has built-in support for OpenTelemetry (using the standardized AI semantic conventions): gofastmcp.com/servers/tele... @madebygps.com verified it works in our sample that exports to either Aspire, Azure App Insights, or Pydantic Logfire: github.com/Azure-Sample...
Pydantic Logfire traces of MCP calls
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pamelafox.bsky.social @pamelafox.bsky.social · 14/04/2026
FastMCP now has built-in support for auth with Keycloak, the open-source identity server! github.com/PrefectHQ/fa... You can try it out with our demo MCP server, thanks to @madebygps.com: github.com/Azure-Sample... (Either with local Keycloak in docker or deployed to Azure Container Apps)
github.com
Release v3.2.4: Patch Me If You Can · PrefectHQ/fastmcp
A grab bag of fixes, hardening, and polish. The headline behavior change: background tasks are now scoped to the authorization context rather than the MCP session, so a task kicked off by an authen...
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pamelafox.bsky.social @pamelafox.bsky.social · 18/05/2026
Great talk by @madebygps.com at #PyconUS EduSummit: "Big Lessons from Small Models: Teaching Python AI with SLMs" madebygps.github.io/pycon26/talk... Tips: 1. include SLM setup code in all code samples 2. figure out which SLMs actually work 3. teach techniques for working around SLM constraints
Slide with Ollama code for each frameworkSlide about 2 SLMs
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Cassidy @cassidoo.co · 29/01/2026
Today at @github.com we're rolling out a new issues search in preview. In internal testing, the average list position has improved by 39% with the new semantic search in addition to returning more matching results! Check out this side-by-side comparison in this popular repo from Home Assistant:
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pamelafox.bsky.social @pamelafox.bsky.social · 14/01/2026
Join my 6-part Python + Agents livestream series in February! Learn to: 🤖 Build agents with Microsoft agent-framework 🛠️ Call tools and use MCP servers 🧠 Add context + memory 🔁 Create workflows with HITL All free, on YouTube, with OSS code samples. Register: 🔗 aka.ms/PythonAgents...
Python + Agents banner with session listing
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Gwyneth Peña-Siguenza @madebygps.com · 19/01/2026
hi friends
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pamelafox.bsky.social @pamelafox.bsky.social · 14/01/2026
¿Habla español? Mi colega @madebygps.com ofrece una serie en español. Regístrese en aka.ms/PythonAgente...
aka.ms
Python + Agentes: Creando agentes y flujos de IA con Agent Framework | Microsoft Reactor
Attend Reactor Event Series for on-going opportunities to learn, connect, and build. Expand your skillset.
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garygrady.bsky.social @garygrady.bsky.social · 01/12/2025
Day 1: Secret Entrance.What's the combination? #AdventOfCode
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Gwyneth Peña-Siguenza @madebygps.com · 01/12/2025
Curso oficial Microsoft Python + MCP. - Deployments a la nube - Auth - agentes + mcp y más Regístrate ahora aquí. Todo en español. Todo gratis. aka.ms/pythonmcp/espanol
slide showing session dates and titles
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wobblerocket 🎲🎮 @wobblerocket.com · 18/09/2025
As you cancel streaming services, here is a casual reminder that only 16% of Americans read for pleasure anymore, and your local library has hundreds or thousands of books you haven't read. They would love to see you stop by and renew your library card.
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Gwyneth Peña-Siguenza @madebygps.com · 29/08/2025
¡Regresamos con las clases de Python + IA! Nuevo material, modelos GPT-5, y hemos agregado agentes y MCP. 9 sesiones completas: demos, entornos prácticos, diapositivas y clases en vivo. Todo 100% GRATIS. Regístrate: aka.ms/pythonia/serie Y por favor, comparte con tus amigos, colegas y tu red.
Promotional graphic for a free Python + AI live class series hosted by Microsoft. On the left, a white box lists the schedule:

10/7: LLMs (brain emoji)

10/8: Vector Embeddings (arrow emoji)

10/9: Vision Models (picture frame emoji)

10/14: RAG (magnifying glass emoji)

10/15: Structured Outputs (tools emoji)

10/16: AI Quality and Safety (shield emoji)

10/21: Tool Calling (tools emoji)

10/22: AI Agents (robot emoji)

10/23: Model Context Protocol (paperclip emoji).

On the right, there is a smiling cartoon robot holding a magic wand with stars, the Python logo, and a colorful "LIVE" icon. At the bottom, the registration link is shown: aka.ms/pythonia/serie.
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Gwyneth Peña-Siguenza @madebygps.com · 25/08/2025
@marlene.bsky.social and I started a new show: Python on Azure! We had to go BIG for our first episode: our guest is the one and only @mitsuhiko.at - Could he vibe-code Flask? - Is the terminal the ideal UX for AI coding tools? ...and more! youtu.be/bpWPEhO7RqE?...
youtu.be
Agentic Coding: Armin Ronacher
YouTube video by Microsoft Azure Developers
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Sam Rose @samwho.dev · 23/08/2025
✨ Big O ✨ Let me take you on a visual introduction to what big O notation is in my new blog post: samwho.dev/big-o. With big O notation you can better understand how algorithms will perform in practice, finding orders of magnitude improvements often with very simple changes to your code.
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Gwyneth Peña-Siguenza @madebygps.com · 22/08/2025
Nuevo curso en YouTube: Crea tu primer MCP Server con Python 🚀 ✅ Qué es MCP ✅ VS Code setup ✅ Server en Python paso a paso ✅ Tips con GitHub Copilot (AI) ✅ Prompting & context tricks youtu.be/gIHt75GVWDo?...
youtu.be
Crea tu Primer MCP Server con Python [Curso Completo Desde Cero]
YouTube video by LA GPS
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James Montemagno @james.montemagno.com · 21/08/2025
I'm hiring! AI Dev Tools Advocate focused on VS Code & Copilot. jobs.careers.microsoft.com/global/en/jo... Do you: 💖 #vscode & #GitHubCopilot 🎉 Enjoying teaching & tech talks & presenting 📹 Creating videos, blogs, & live streaming 💬Engaging with dev communities 👨‍💻 Using the latest AI tools
jobs.careers.microsoft.com
Search Jobs | Microsoft Careers
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Azure Cosmos DB @azurecosmosdb.com · 15/07/2025
New video! 🚀 Learn how to build scalable FastAPI apps with #AzureCosmosDB + Python. @madebygps.com shows how to: ✅ Use a singleton CosmosClient ✅ Inject it cleanly with FastAPI ✅ Prep for Azure Functions Watch: msft.it/63325ShMAl #Python #FastAPI #AzureFunctions
msft.it
Azure Cosmos DB Python Basics: Client Configuration and Dependency Injection with FastAPI
In this video, you'll learn how to properly configure and wire up a CosmosClient using FastAPI's dependency injection system. Instead of creating new connections for every request, we'll implement a singleton pattern with connection pooling that scales efficiently and integrates seamlessly with Azure Functions. What You'll Learn: • Connection pooling fundamentals and why every CosmosClient creates its own pool • The performance difference between one connection pool versus hundreds • Singleton CosmosClient pattern using global variables and lazy initialization • Clean FastAPI dependency injection setup for database connections • Azure Functions integration patterns that work in production Presenter Gwyneth Peña-Siguenza Links: • Code Repository: https://msft.it/63322ShMAk • Azure Functions Best Practices: https://msft.it/63324ShMAw • Azure Cosmos DB Python Best Practices: https://msft.it/63325ShMAb • FastAPI Dependency Injection: https://msft.it/63326ShMAj • Subscribe to Azure Cosmos DB on YouTube – https://msft.it/63327ShMAd • Follow Azure Cosmos DB on X – https://msft.it/63329ShMA5 • Follow Azure Cosmos DB on LinkedIn – https://msft.it/63321ShMA9 #Python #AzureCosmosDB #Azure #NoSQL #DatabaseTutorial #PythonSDK
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Scott Hanselman 🌮 @scott.hanselman.com · 03/07/2025
Apologies if you only follow me for technology. However, newsflash, technology is political.
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Scott Hanselman 🌮 @scott.hanselman.com · 03/07/2025
It’s so frustrating that there is this illusion that we are all 49%/49% right now. Us versus them, good versus bad, and it’s all because of the BS that is the electoral system. It’s very likely 70% versus 30% and we’re just not seeing representative government.There’s just no common sense right now
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pamelafox.bsky.social @pamelafox.bsky.social · 06/06/2025
Great video from @madebygps.com showing off the new PostgreSQL extension for VS Code, which you can use with both local and Azure databases. And it'll even make a local database for you, using Docker, if you want! www.youtube.com/watch?v=d_wp... #postgresql #vscode
youtube.com
Getting Started with the PostgreSQL Extension for VS Code
YouTube video by Visual Studio Code
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Visual Studio Code @vscode.dev · 09/06/2025
The PostgreSQL extension for VS Code is here! @madebygps.com shows you how to get started with creating a new Docker PostreSQL server, managing your connections, chatting with your database, and more.
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piptrends.com @piptrends.com · 17/06/2025
@madebygps.com created a 5-part video series on building scalable Python APIs with FastAPI and Azure Cosmos DB. She covered key concepts in this series devblogs.microsoft.com/cosmosdb/bui... #python #Programming #PythonProgramming #SoftwareDevelopment #TechNews #OpenSource
devblogs.microsoft.com
Building a Modern Python API with Azure Cosmos DB: A 5-Part Video Series - Azure Cosmos DB Blog
Explore how to use Python with Azure Cosmos DB to build a production-ready API. Watch our video series for insights.
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piptrends.com @piptrends.com · 20/06/2025
Tomorrow newsletter will be out. Interesting stuff by @madebygps.com Erez Shinan, Corey Schafer @anthonypjshaw.bsky.social Yang Zhou covered newsletter.piptrends.com/p/how-reladi... #python #PythonProgramming #ai #ml #MachineLearning #SoftwareDevelopment #TechNews #OpenSource #DataEngineering
newsletter.piptrends.com
How Reladiff Works, t-strings, GIL and more
with some more interesting news, articles, packages and projects
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Gergely Orosz @gergely.pragmaticengineer.com · 15/05/2025
Kubernetes is the second-largest open-source project in the world. What does it do—and why is it so widely adopted? @kat.lol is the Kubernetes Release Team Subproject Lead. She shared the history of Kubernetes, how it's built, when it is a good tool to use, and how you can contribute to it:
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pamelafox.bsky.social @pamelafox.bsky.social · 14/05/2025
First up at #PyconUS, @tonybaloney is giving an AI Crash Course. Exercises and slides in: github.com/tonybaloney/...
Anthony presenting at PyCon
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Gwyneth Peña-Siguenza @madebygps.com · 28/04/2025
Was reading PEP 751 (peps.python.org/pep-0751/#ab...) this morning and it feels like a good step toward finally solving Python dependency management woes. Even better UV just added preliminary pylock.toml support 🚀 github.com/astral-sh/uv...
peps.python.org
PEP 751 – A file format to record Python dependencies for installation reproducibility | peps.python.org
This PEP proposes a new file format for specifying dependencies to enable reproducible installation in a Python environment. The format is designed to be human-readable and machine-generated. Installe...
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Donghee Na @corona10.bsky.social · 24/04/2025
PyCon KR 2025 is now waiting for amazing speakers from around the world :) This year, PyCon KR will be held in a beautiful area in Seoul, you will enjoy it! docs.google.com/forms/d/e/1F...
docs.google.com
파이콘 한국 2025 CFP 발표자 모집(Suggestion of PyCon Korea 2025 CFP)
안녕하세요, 파이콘 한국 준비 위원회입니다. 8월 15일(금) ~ 17일(일) 진행되는 파이콘 한국 2025의 발표자를 모집합니다! ⭐️ " 파이썬으로 세상을 엮다 " ⭐️ 파이썬에 대한 열정을 가진 사람들과 함께하는 파이콘 한국 2025가 동국대학교에서 오프라인으로 진행됩니다. 여러분의 다양한 목소리로 파이썬의 멋진 매력을 많은 이에게 들려주세요! ...
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Diego Russo @diegor.it · 25/04/2025
🔥 PyTorch native builds are now available for Windows on Arm! ✅ No x64 emulation 🚀 Faster performance 📦 Works on Surface Pro X, Dev Kits & GitHub Actions Dev workflows on Arm64 just got way better. 🔗 blogs.windows.com/windowsdevel... @microsoft.com #PyTorch #WindowsOnArm #AI #ML #Arm64
blogs.windows.com
PyTorch Arm native builds now available for Windows
We are excited to announce the availability of Arm native builds of PyTorch for Windows! Until now, developers and researchers had to compile PyTorch locally to support Windows Arm64. With PyTorch 2.7...
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Scott Hanselman 🌮 @scott.hanselman.com · 27/04/2025
This has been a super interesting experience; maybe I’ll do a video or explain the process at some point. I’m very proud of the result. The most challenging talk I’ve ever done. It should get chopped up on YouTube soon. #TEDxPDX (but it can be found rewinding in the livestream)
Scott holds up a Commodore 64Scott at TEDx Portland The internet is walled gardens Scott and his Dad
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Gwyneth Peña-Siguenza @madebygps.com · 20/04/2025
Pilas, mi gente: seguimos con las clases de Python + IA. Esta vez, ¡AGENTES! (22 de Abril). Vamos a cubrir mucha teoría y tendremos más de 10 demos con código para solidificar esta info. Terminarás con una base para crear o agregar agentes en tus apps.
diagram of agents architecture from powerpoint slide
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Scott Hanselman 🌮 @scott.hanselman.com · 05/04/2025
Reverse the tariffs and tax the billionaires
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Kee Hinckley @nazgul.infosec.exchange.ap.brid.gy · 06/04/2025
Now there's a protest sign you don't see often.
Person holding a cardboard sign which reads "Hand off working COBOL code"
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GitHub @github.com · 04/04/2025
📣 This just in... The *open source* and official GitHub MCP Server is here 🤩 github.blog/changelog/20...
github.blog
github-mcp-server is now available in public preview · GitHub Changelog
github-mcp-server [Public Preview]
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Gwyneth Peña-Siguenza @madebygps.com · 06/04/2025
UCONNNNN 🚀🐺🐺🐺
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pamelafox.bsky.social @pamelafox.bsky.social · 04/04/2025
Our Python + AI series is now over, but all the resources are still available - recordings, slides, code examples -in both english and español! techcommunity.microsoft.com/blog/Educato... Topics covered: 🧠 LLMs ↖️ Vector embeddings 🔍 RAG 🖼️ Vision models 🛠️ Structured outputs 🛡️ Quality & Safety
Python + AI series listing
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Anthony Shaw @anthonypjshaw.bsky.social · 20/03/2025
🤿 checkout this episode of Deep .NET show with @scott.hanselman.com and me talking about CSnakes, embedding Python into .NET, threading, the GIL, garbage collection and other fun runtime topics. youtu.be/DqoxHNH9Iwo?...
youtu.be
Deep .NET - Using AI Python Libraries in .NET Apps with CSnakes
YouTube video by dotnet
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pamelafox.bsky.social @pamelafox.bsky.social · 18/03/2025
FlaskCon is happening again this year at PyCon US 2025! flaskcon.com/2025/ FlaskCon will be the first day of PyCon, Friday May 16, 2 - 6 PM. We're looking for talk proposals about using Flask, Quart, or other Pallets projects. CFP closes April 17! #python #pyconus #flask
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pamelafox.bsky.social @pamelafox.bsky.social · 17/03/2025
Finally ready to announce our next hackathon + live stream series! 🚀 AI Agents Hackathon 2025 A FREE 3-week virtual hackathon, Apr 8 – 30. Learn from 30+ live streams across multiple languages, then build and submit your agent for a chance to win cash prizes! 💸 Join now: aka.ms/agentshack
Banner announcing AI Agents hackathon
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Gwyneth Peña-Siguenza @madebygps.com · 17/03/2025
Python + AI RAG 3/18 EN: aka.ms/pythonai/series ES: aka.ms/pythonia/series
a pic of my laptop and a book i am using to study RAG
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Scott Hanselman 🌮 @scott.hanselman.com · 16/03/2025
Amazing short 16 minute highly technical video from the amazing Marlene Mhangami 🇿🇼 exploring multi model voice AI in python live in visual studio code youtu.be/pbuSDSN0nR0
youtu.be
Exploring Multi-Modal AI: GPT-4o-Realtime and VoiceRAG
YouTube video by Marlene Mhangami
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Gwyneth Peña-Siguenza @madebygps.com · 14/03/2025
Made a new channel to document all the ai and python stuff I'm learning. leaving my other channel as a place for cloud eng focused content though I'm making less and less of that these days. www.youtube.com/channel/UC5Y...
youtube.com
GPS learns AI
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Gwyneth Peña-Siguenza @madebygps.com · 14/03/2025
you can just learn things.
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Mark Russinovich @markrussinovich.bsky.social · 12/03/2025
Everyone is talking about "vibe coding", but in our latest podcast episode I explain the reasons I don't think AI is going to replace good programmers any time soon for non-trivial projects:
youtu.be
EPISODE 11 - Scott & Mark Learn To... Systems Thinking
YouTube video by Scott Hanselman
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Gwyneth Peña-Siguenza @madebygps.com · 11/03/2025
aqui los enlaces para la sesion 1 de Python + AI Diapositivas: aka.ms/pythonia/llm... Repo: github.com/pamelafox/py... Codespace: aka.ms/python-opena... Horas de oficina: aka.ms/pythonia/ho
aka.ms
PythonAI-LLMs-ESP.pptx
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Gwyneth Peña-Siguenza @madebygps.com · 06/03/2025
anti doom scrolling device
a photo of my modded ipod classic
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Dave, Aspiring Peasant @aspiringpeasant.com · 04/03/2025
There are so many good people in the world I don't know why anyone would ever want to help rehabilitate Andrew Cuomo's reputation. We're not short on people.
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Savannah Ostrowski @savannah.dev · 24/02/2025
I don't know who needs to hear this but "developer experience" doesn't start from the newest, hottest, $$$$ features. It starts from having a solid foundation and platform - performance, reliability, stability. If you don't have that locked down, you have nothing. It's all shit on top of shit.
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Gwyneth Peña-Siguenza @madebygps.com · 26/02/2025
dev containers are so underrated
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Sergio Barriel @sergiobarriel.bsky.social · 26/02/2025
#SaveTheDate Nuestra amiga @madebygps.com va a dar unas sesiones sobre el combo Python + IA 💻 developer.microsoft.com/es-es/reacto...
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pamelafox.bsky.social @pamelafox.bsky.social · 19/02/2025
Habla español? Tendremos una serie para hispanohablantes, con @madebygps.com! 🔗 Regístrese ahora: aka.ms/PythonIA/Ser...
aka.ms
Event Series | Microsoft Reactor
Attend Reactor Event Series for on-going opportunities to learn, connect, and build. Expand your skillset.
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