Fabian Williams
@fabswill.bsky.social
Principal Feature Product Manager at @Microsoft on #Microsoft365 #Copilot #MicrosoftGraph #SemanticKernel, former @mvpaward #MVPBuzz , & retired volunteer #emt
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
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
August 9, 2025 at 5:39 PM
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
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
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!
August 7, 2025 at 11:28 PM
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
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
YouTube
Share your videos with friends, family, and the world
go.macona.org
August 6, 2025 at 12:05 AM
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
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 o#Redditit consider responding there reddit.com/r/polls/commen��� Thanks & less than 2 days before closing thanks 🙏
https://linkedin.com/posts/fabiangw…
August 4, 2025 at 4:02 PM
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 o#Redditit 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
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
August 2, 2025 at 8:41 PM
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
No cart. No confusion. Just smart, structured convo → #Stripe checkout.
fabswill.com/blog/agentfi...
#MCP #NextJS #SemanticKernel #ConversationalUX
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.
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.
andmyagent.com
Agent-first website platform powered by Azure Functions and OpenAI
www.andmyagent.com
July 26, 2025 at 9:07 PM
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.
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
💡 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
July 22, 2025 at 11:18 PM
🚗💻 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
💡 Learned a ton about agentic workflows, #MCP, #OpenTelemetry, & Claude limits.
Would I do it again?
Absolutely.
👉 go.fabswill.com/ClaudeCodeTe... #AgenticWorkflow
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.
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.
July 22, 2025 at 7:38 PM
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.
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
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
June 28, 2025 at 8:21 PM
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
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
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?
June 27, 2025 at 5:26 PM
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!
June 22, 2025 at 1:48 PM
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’ ☺️
June 11, 2025 at 6:29 PM
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
June 11, 2025 at 6:20 AM
Let’s see what the fuss is all about #ios26 #watchOS26
Reposted by Fabian Williams
💡 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
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
June 5, 2025 at 11:13 AM
💡 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
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
Reposted by Fabian Williams
💡 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
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
May 27, 2025 at 11:13 AM
💡 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
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
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
May 25, 2025 at 10:47 AM
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
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
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
May 19, 2025 at 10:57 AM
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
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
go.fabswill.com
May 17, 2025 at 3:46 PM
🔍 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
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 😂
May 5, 2025 at 12:20 AM
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
✅ 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
April 29, 2025 at 10:17 PM
🧪 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
✅ Works with OpenAI and Local Ollama
🧠 Cosine similarity scoring
📂 Outputs JSON results
🔁 Retry logic & config flags
GitHub: go.fabswill.com/evalRunnerAg...
#AI #LLM #SemanticKernel
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...
www.linkedin.com
April 27, 2025 at 5:08 PM
Check out my latest article: #VibeCoding with #AI – Fabian Best Practices for Every Project www.linkedin.com/pulse/vibe-c...
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...
🧠 #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...
YouTube
Share your videos with friends, family, and the world
go.fabswill.com
April 24, 2025 at 12:05 AM
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...
🧠 #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
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
April 22, 2025 at 1:51 AM
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
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...
April 19, 2025 at 4:30 PM
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...