One of my fondest memories of being in #Belgium 🇧🇪 is the introduction to #Kwak & how to properly drink from the “beaker” … it got me the 1st time. Thanks to a mate who both got me this set like a year ago & now today the signage! Pays to have good mates!

As my Saturday gift 🎁 to everyone exploring the new local @OpenAI models + #Observability: Built today in hours → local on my #MacBookPro #gpt-oss:120b w/ completions, evals, & multi-platform traces (#OpenAI, Aspire, Azure Monitor). Repo: github.com/fabianwillia... #AI #LLM

GitHub - fabianwilliams/agent-local-evals-starter: Comparative evaluation framework for agent implementations using local models and evaluation systems with comprehensive tracing and observability

Comparative evaluation framework for agent implementations using local models and evaluation systems with comprehensive tracing and observability - fabianwilliams/agent-local-evals-starter

github.com

I really like using the new local #OpenAI #GPTOSS 120Billion parameter model on my #MacBook 💻 the performance is amazing and synthesis is precise, you can even tune the reasoning & #MOE mixture of experts to suit quick answers or deep thought! Amazing OFF the Internet approach!

Just ran @OpenAI #GPT0SS120B locally on my #MacBookPro M3 Max (128GB, 40‑core GPU) 🚀 Asked a tricky logic puzzle… it answered before I finished explaining. Watch the drive‑by demo 👉 go.macona.org/openaigptoss... #AI #M3Max #LocalAI #OpenAI #SmallLanguageModels #SLM #LocalAgents

If you use #LinkedIn I have a #POLL running asking about the #ROI or #Value of Technical Deep Dive Level 300+ sessions at Conferences here linkedin.com/posts/fabiangw… & if you are on #Reddit consider responding there reddit.com/r/polls/commen��� Thanks & less than 2 days before closing thanks 🙏

Built this over the weekend: a working #Agent-First e-commerce flow where #AI agents take on the roles of greeter, sales rep, and checkout assistant. No cart. No confusion. Just smart, structured convo → #Stripe checkout. fabswill.com/blog/agentfi... #MCP #NextJS #SemanticKernel #ConversationalUX

Agent-First Commerce: I Built a Website That Sells Like a Sales Team

Over a weekend, I built and tested a working Agent-First e-commerce demo with Claude Code, MCP, and conversational checkout. Here's what I learned.

fabswill.com

The future web isn't static. It's agent-aware. At www.andmyagent.com, I built: • Vector Search (#Qdrant) • Narrative AI (#GPT-4o) • Agents that talk to each other (#MCP Server) • Full observability (#OpenTelemetry + Aspire) Try it now before my VM sleeps 😴 at midnight ET it will wake up back tho.

🚗💻 Took #ClaudeCode Pro for a real dev spin this weekend. No toy projects — real repo, real tools, real #observability. 💡 Learned a ton about agentic workflows, #MCP, #OpenTelemetry, & Claude limits. Would I do it again? Absolutely. 👉 go.fabswill.com/ClaudeCodeTe... #AgenticWorkflow

Claude Code Pro Weekend TestDrive Real Dev, Real Repo, Real Observability with MCP and Agentic Flows

Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube.

go.fabswill.com

Big fan of #LennyPodcast — it’s reshaped how I think, build, & ship. Almost done with Click (🔥) and just started Good Strategy Bad Strategy (from #Anthropic cofounder’s rec) & yes laptop screen wide open ☺️ Thanks, @lennysan.bsky.social 📚 +1 for strategy + product craft.

Tracing your AI agents? You should. I just dropped a full real-world build: 🔍 #OpenTelemetry E2E ⚙️ #MCP server with Semantic Search 💡 Powered by #Qdrant, Next.js, .NET, Docker 👉 Learn how to observe, trace & debug your agent-first stack: go.fabswill.com/otelmcpandmore #Microsoft365 #Copilot

End-to-End Observability with OpenTelemetry + MCP & Semantic Search | Next.js, .NET, Qdrant, Docker

Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube.

go.fabswill.com

I was sitting staring at da trees outside my window on this final day of #FHL at work & had this #thoughtexperiment ~ what if we #humans or rather all living things were #agents as we think of #AI agents? that'd mean we're working towards a shared/common goal innit? what is it? & who's directing it?

I don’t think given the photo what I’m making for today’s Sunday dinner… doing it 2X as well as I’m in the mood for leftovers #SteakAndAlePie #pasties during this upcoming internal engineering #FHL week to close out the fiscal year!

Change of pace today! Working out of #Microsoft #DC office or should I say #Arlington / #Rosslyn office today, after a sprint of back to back to back meetings, finding a quiet place on the Penthouse level for lunch at albeit 1430 hours! Later on there a #BAM event here tho’ ☺️

Let’s see what the fuss is all about #ios26 #watchOS26

💡 Learn about advanced considerations for M365 Data with Copilot Agent Plugins (CAPs)! Let @fabswill.bsky.social show you best practices and key insights for extending Microsoft 365 Copilot with plugins. 📺 Watch the demo here → youtu.be/9Q5uMwT4550 #Microsoft365Dev #Copilot #Microsoft365 #Agents

💡 Unlock the power of Microsoft 365 data with Copilot Agent Plugins (CAPs)! Let @fabswill.bsky.social show you how to extend Microsoft 365 Copilot with powerful data integrations to Microsoft 365 data. 📺 Watch the demo here → youtu.be/knkW0eNYQhU #microsoft365 #copilot #microsoft365dev #agents

So... #MSBuild 2025 ended and I couldn’t stop thinking about #NLWeb & Observability So I built this 👇 🧠 Real-time viz stack for devs ⚙️ #OpenTelemetry + Aspire go.fabswill.com/OTELNLWebDemo What telemetry would you want in a tool like this? #NLWeb #Aspire #DotNet #Developers #GenAI

Unlocking Developer Observability: NLWeb + OpenTelemetry + Schema.org Traces (🚀 Fresh after MSBuild)

Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube.

go.fabswill.com

Can’t be in Seattle for #Microsoft Build so headed to the DC office for the watch event! If you are there in person & are building #AI solutions with #Microsoft365 data please grab me for a chat! I’d love to hear your scenarios and help where i am able! #MSBuild #Build2025

🔍 Mastering #Observability in GenAI agents? We’re in the Agent-to-Agent era: #Salesforce → #SAP → #M365 Copilot → Your plugin. So how do you trace it? Maybe #OpenTelemetry (#OTEL). Add it to #SemanticKernel agents, view with #Aspire, export to #Azure. ▶️ go.fabswill.com/OTELforAgents #Copilot

They know how to keep the game going…. Now I have to see how far I can carry this lol 😂

🧪 Just built EvalRunnerAgent — a C#/.NET tool to test LLM output vs. #groundtruth using #embeddings. ✅ Works with OpenAI and Local Ollama 🧠 Cosine similarity scoring 📂 Outputs JSON results 🔁 Retry logic & config flags GitHub: go.fabswill.com/evalRunnerAg... #AI #LLM #SemanticKernel

GitHub - fabianwilliams/EvalRunnerAgent

Contribute to fabianwilliams/EvalRunnerAgent development by creating an account on GitHub.

go.fabswill.com

Check out my latest article: #VibeCoding with #AI – Fabian Best Practices for Every Project www.linkedin.com/pulse/vibe-c...

Vibe Coding with AI – Fabian Best Practices for Every Project

Purpose Set up a repeatable, professional, AI-powered project flow using VS Code, GitHub Copilot, Claude, and MCP Servers — with a focus on Evaluation-First Development. This guide is designed to help...

linkedin.com

Shipped an #AI-powered feedback app in <40 hrs using: 🧠 #SemanticKernel 🧩 Feature #Copilot #Agent #Plugins (#CAPs) 🌐 Model Context Protocol (#MCP) 🤖 Local #LLMs via Ollama (#LLaMA 3.2 & 3.3) It runs 100% locally, wired into Claude. Watch it here 👉 go.fabswill.com/asyncpr-shor...

I’m find myself tonight thinking about… #LaplaceDemon it imagined a theoretical intelligence that, if it knew: •The exact location and momentum of every atom in the universe, •And all the laws of physics, Then it could predict the entire future and reconstruct the past #AI #Determinism

Im thinking if I did this & demo/video shared my journey & shared almost all the code 😊 no one will get angry right? 😆I wanted to level up my game in @AnthropicAI #ModelContextProtocol & #AgentToAgent using #MCP & #SemanticKernel #CAPs so over the past nights & weekends I did this...

Hey 👋🏽 #Hermes3 im really trying to help. Before I put u on my #SemanticKernel #Microsoft365 projects, I need to make sure you can pass this test!!! ⁦‪⁦

Okay #LetsGo… I think folks been sleeping on this @cohere model #command-a 111 billion parameter. Im gonna see if my #MacBookPro M3 Max can handle this floating point 16 quant. This purports to do tool calling & excels at #RAG I’ve #Microsoft365 #SemanticKernel samples to test with my #CAPs feature!

I started off my morning by almost breaking my brain 🧠 — with this video from my subscription feed on @YouTube — #AxiomOfChoice ie The Most Controversial Rule In #Math youtu.be/_cr46G2K5Fo have u encountered it?

The Most Controversial Rule In Math

YouTube video by Veritasium

youtu.be

🚀 Just dropped an MCP tool that lets AI assistants (like #Claude) search your #Microsoft365 files via #MicrosoftGraph. Natural language → #OneDrive results. Fallbacks included. Minimal code. Inspired by @merill's lokka 👇 📹 go.fabswill.com/mcp-graphsea... 🔗 github.com/fabianwillia...

How to Use Model Context Protocol (MCP) with Microsoft Graph — Search M365 Files Like a Pro!

Enjoy the videos and music you love, upload original content, and share it all with friends, family, and the world on YouTube.

go.fabswill.com

We drove 102 miles to do this drop off at the warehouse! But that pales in comparison to the amount of clothes they collected thanks @m365con.bsky.social @techcon365.bsky.social @espccommunity.bsky.social #Community #SharingIsCaring #MVPBuzz please read the blogpost!https://go.macona.org/march25out

MACONA Latest Aid Shipment: Delivering Hope to Africa

MACONA’s latest aid shipment is on its way to Africa! Follow the journey of your donations as they bring hope to communities in need

go.macona.org