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Building Cross-Framework Agents with MAF, A2A, NVIDIA NeMo, and Aspire
Hi! What happens when a Python-based AI agent and a .NET-based AI agent need to work together? That is the idea behind MAF-A2A-NVIDIA-NemoAgents (https://github.com/elbruno/MAF-A2A-NVIDIA-NemoAgents-private): a reference app that shows how to combine NVIDIA NeMo Agent Toolkit, Microsoft Agent Framework, Agent-to-Agent communication, and Aspire into one multi-agent workflow. The repo describes itself as a production-ready sample… â read more
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GitHub Copilot CLI + SQUAD + GPT-5.5 BYOK: Better Engineering, Same Hard Truth
TL;DR This was the final ElBruno.NetAgent experiment: GitHub Copilot CLI + SQUAD using Azure OpenAI GPT-5.5 BYOK against the same app-building challenge I previously tried with CPU-only local models, GPU local models, and GPT-5-mini. The good news: GPT-5.5 was clearly better at staying inside phase boundaries, following safety rules, reducing broad stabilization loops, and working… â read more
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GitHub Copilot CLI + GPT-5-mini BYOK: The Code Was Cheap, the Quality Gates Were Expensive
The first screenshot shows GitHub Copilot CLI ready with the SQUAD agent and GPT-5-mini selected. Then SQUAD started spawning background agents. â read more
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From Pet Projects to +20 Open Source NuGet Packages, Thanks to GitHub Copilot đ
Hi! Some of these started as small pet projects. IE: a quick helper for a demo, a tiny tool for a conference, a library to avoid repeating the same code again and again, or one of those âIâll just build this in one eveningâ ideas that somehow becomes a real thing. And now, thanks to… â read more
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đ Big Update: GPT-Image Models + AI Agent Skills
Hi! Two weeks ago, I shipped t2i â a terminal-first CLI for text-to-image generation. Today I’m excited to announce two major additions that make t2i even more powerful: TL;DR đ¤ Part 1: AI Agent Skills â The Biggest Feature This is the feature I’m most excited about: teaching AI agents how to use t2i automatically What Are Skills? Skills are packages of functionality that AI… â read more
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đ Meet t2i â The ElBruno.Text2Image CLI
Hi! I just shipped t2i, a terminal-first CLI tool for ElBruno.Text2Image. Generate images from your shell in two commands â no UI, no browser, just a simple cli interface to image generation from the cloud. This is the Lite edition (cloud-only, ~2.4 MB on NuGet) â perfect for CI/CD pipelines, deployment scripts, batch jobs, and developers who live… â read more
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đźď¸ MAI-Image-2 Just Dropped â And .NET Support Is Already Here
Hi! When Microsoft announced MAI-Image-2, I immediately thought: “I need to add this to ElBruno.Text2Image. Today.” So I did. đ MAI-Image-2 is Microsoft’s new image generation model on Microsoft Foundry â high-quality generation, a synchronous API (no polling!), a 32K character prompt limit, and flexible dimensions. And it’s already supported in ElBruno.Text2Image with the same clean interface you already know. Let me… â read more
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I Built a .NET 10 Knowledge Graph Builder (Inspired by Karpathy)
Hi! Earlier this year, Andrej Karpathy tweeted about using LLMs as “knowledge compilers” â a mind-bending idea: instead of asking an LLM questions, feed it raw data (papers, code, images) and let it automatically build a structured, navigable knowledge base. No RAG. No vector databases. Just pure understanding compiled into a graph. Then I saw @socialwithaayan showcase graphify â… â read more
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đ Gemma 4 Is Here â And My C# Library Is (Almost) Ready
Hi! So Google just dropped Gemma 4 â their most capable open model family yet â and I couldn’t resist. I spent a good chunk of time digging into the architecture, trying to convert models, hitting walls, finding workarounds, and hitting more walls. Here’s where things stand with ElBruno.LocalLLMs. Spoiler: the library is ready for Gemma 4. The ONNX runtime…… â read more
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đ¤ Local LLM Chat Completions in .NET â Just C#
Hi! Let’s look at this code snippet: That’s it. This runs a local LLM. No API keys. No REST calls. The model downloads automatically the first time. Let me show you more. âŹď¸ Download Progress and Model Info When you run a model for the first time, you probably want to see what’s happening. Here’s… â read more
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đď¸đ¤ Real-Time AI Conversations in .NET â Local STT, TTS, VAD and LLM
Hi đ What if you could build a real-time voice conversation app in .NET â speech-to-text, text-to-speech, voice activity detection, and LLM responses â all running locally on your machine? That’s exactly what ElBruno.Realtime does. đĽ Watch the full video here Why I Built This I’ve been building local AI tools for .NET for a while â local embeddings, local TTS with… â read more
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đ¨ Text-to-Image in .NET â FLUX.2 Pro in the Foundry and Stable Diffusion on Your Machine
Hi đ These days Microsoft announced FLUX.2 Flex on Microsoft Foundry, I immediately thought: “I need to wrap this for .NET developers.” So I setup a SQUAD team and I did it. And then I thought: “Wait â I have a couple of Test-to-Image local pet projects, what if my SQUAD also help to polish and publish this?… â read more
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Microsoft Agent Framework is Release Candidate! Letâs Go đĽđ¤
Hi! Big milestone these days: The Microsoft Agent Framework (MAF) just reached Release Candidate status đ Official announcement here:đ https://devblogs.microsoft.com/foundry/microsoft-agent-framework-reaches-release-candidate/ As someone who has been building apps, samples, demos, orchestration experiments and livestream content around MAF for months⌠this one feels GOOD. Letâs talk about this. đ¤ What is Microsoft Agent Framework? The Microsoft Agent… â read more
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đ§ Building RAG in .NET with Local Embeddings â 3 Approaches, Zero Cloud Calls
Hi! đ One of the questions I get most often is: “Bruno, can I build a RAG (Retrieval-Augmented Generation) app in .NET without sending my data to the cloud?” The answer is a resounding YES. đ In this post, I’ll walk you through three different ways to build RAG applications using ElBruno.LocalEmbeddings â a .NET library that generates text embeddings locally using ONNX… â read more
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Building GitHub Copilot Agents in C# with Microsoft Agent Framework
GitHub Copilot just crossed a very interesting line. Itâs no longer âjustâ helping you write code â it can now run as an agent, with goals, tools, and autonomy, using Microsoft Agent Framework (MAF). đĽ Watch the full video here: In the video, I walk through three simple C# samples showing how Copilot can be… â read more
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đ¤ Never Lose Your AI Agent’s Train of Thought
Persisting Microsoft Agent Framework Sessions with ASP.NET, Redis & Blazor Have you ever built a chat app where the AI forgets what you said five seconds ago? đ That’s the classic stateless API problem â and today we’re fixing that in .NET using the Microsoft Agent Framework (MAF + Ollama), persistent agent sessions (Redis), and a Blazor frontend so you can see… â read more
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Trick to fix DevUI Workflow Errors in Microsoft Agent Framework
Hi! How a Missing Workflow Name Breaks DevUI (and How to Fix It) When working with Microsoft Agent Framework and DevUI, I ran into a subtle but very frustrating issue: everything compiled, but DevUI failed at runtime. No workflows visible.No clear hint in the UI.And a runtime exception that didnât immediately point to the real… â read more