Willem Meints
@willemmeints.bsky.social
Chief AI Architect @ Aigency/Senior Software Architect @ Info Support. Microsoft AI MVP. Fan of good BBQ.
Pinned
Willem Meints
@willemmeints.bsky.social
· Jul 25
My book is now available on Amazon! 📚
Learn to build effective LLM applications in C# using Semantic Kernel - from prompts and tools to chat agents, workflows, monitoring, and security.
Available in paperback and Kindle. Get it here: a.co/d/7WuPPle
Learn to build effective LLM applications in C# using Semantic Kernel - from prompts and tools to chat agents, workflows, monitoring, and security.
Available in paperback and Kindle. Get it here: a.co/d/7WuPPle
Using a sub-agent to write instructions for my upcoming workshop. This is my workflow: First, create code for the final state of the lab. Next, write outline + introduction to the lab instructions in a markdown file.
November 12, 2025 at 6:20 AM
Using a sub-agent to write instructions for my upcoming workshop. This is my workflow: First, create code for the final state of the lab. Next, write outline + introduction to the lab instructions in a markdown file.
And this took only 20 minutes to reach. So much for that plan.
November 8, 2025 at 9:07 AM
And this took only 20 minutes to reach. So much for that plan.
Having a go at spec-driven development with Agent OS v2. This thing is huge but looks really well made. I made a set of templates myself, but this one is way more extensive and documented. Very cool!
November 8, 2025 at 5:52 AM
Having a go at spec-driven development with Agent OS v2. This thing is huge but looks really well made. I made a set of templates myself, but this one is way more extensive and documented. Very cool!
Just found an excellent tooling handbook for building python project. Great if you want to get into more professional python development : pydevtools.com/handbook/
Python Developer Tooling Handbook
pydevtools.com
November 7, 2025 at 9:51 AM
Just found an excellent tooling handbook for building python project. Great if you want to get into more professional python development : pydevtools.com/handbook/
Reposted by Willem Meints
Chatbots — LLMs — do not know facts and are not designed to be able to accurately answer factual questions. They are designed to find and mimic patterns of words, probabilistically. When they’re “right” it’s because correct things are often written down, so those patterns are frequent. That’s all.
June 19, 2025 at 11:21 AM
Chatbots — LLMs — do not know facts and are not designed to be able to accurately answer factual questions. They are designed to find and mimic patterns of words, probabilistically. When they’re “right” it’s because correct things are often written down, so those patterns are frequent. That’s all.
Uh ooh. @defaultconstructor.com made me buy a new 3D printer. Although, ours was broken, and my wife was pondering whether we should replace it with a more modern printer. Ours was 10 years old by now.
November 5, 2025 at 4:35 PM
Uh ooh. @defaultconstructor.com made me buy a new 3D printer. Although, ours was broken, and my wife was pondering whether we should replace it with a more modern printer. Ours was 10 years old by now.
Taking some time out of my morning before work to add content to my upcoming Semantic Kernel workshop where we'll build a coding agent in C#!
November 3, 2025 at 6:28 AM
Taking some time out of my morning before work to add content to my upcoming Semantic Kernel workshop where we'll build a coding agent in C#!
Setting up ollama to switch the coding agent workshop to gpt-oss so when people can run an LLM on their laptop they can do the workshop fully in open source.
November 2, 2025 at 6:38 AM
Setting up ollama to switch the coding agent workshop to gpt-oss so when people can run an LLM on their laptop they can do the workshop fully in open source.
With the recent developments in our country where a politician is actively causing doubts a well working election process I ran another round of critical thinking exercises with one of my kids to show them how important it is to think for yourself.
November 1, 2025 at 8:07 AM
With the recent developments in our country where a politician is actively causing doubts a well working election process I ran another round of critical thinking exercises with one of my kids to show them how important it is to think for yourself.
Interesting, You can generate test JSON web tokens for your ASP.NET Core applications: learn.microsoft.com/en-us/aspnet...
Generate tokens with dotnet user-jwts
Learn how to set up manage JSON Web Tokens in development with dotnet user-jwts
learn.microsoft.com
October 31, 2025 at 6:52 PM
Interesting, You can generate test JSON web tokens for your ASP.NET Core applications: learn.microsoft.com/en-us/aspnet...
Reposted by Willem Meints
Important paper on LoRA vs full fine-tuning for continual learning: arxiv.org/abs/2410.21228
Although LoRA restricts weight updates to a low-dimensional subspace, which should reduce forgetting and be better suited for continual learning, this paper shows it may not actually be the case.
#MLSky
Although LoRA restricts weight updates to a low-dimensional subspace, which should reduce forgetting and be better suited for continual learning, this paper shows it may not actually be the case.
#MLSky
LoRA vs Full Fine-tuning: An Illusion of Equivalence
Fine-tuning is a crucial paradigm for adapting pre-trained large language models to downstream tasks. Recently, methods like Low-Rank Adaptation (LoRA) have been shown to effectively fine-tune LLMs wi...
arxiv.org
October 29, 2025 at 6:39 PM
Important paper on LoRA vs full fine-tuning for continual learning: arxiv.org/abs/2410.21228
Although LoRA restricts weight updates to a low-dimensional subspace, which should reduce forgetting and be better suited for continual learning, this paper shows it may not actually be the case.
#MLSky
Although LoRA restricts weight updates to a low-dimensional subspace, which should reduce forgetting and be better suited for continual learning, this paper shows it may not actually be the case.
#MLSky
The new agent session panel on github is quite nice I must say. I've been watching policy academy and making code at the same time. Building out ideas like this is quite cool.
October 29, 2025 at 8:52 PM
The new agent session panel on github is quite nice I must say. I've been watching policy academy and making code at the same time. Building out ideas like this is quite cool.
Watching the github universe keynote. I sort of missed this because of my visit to Techorama NL. But this is quite a fun thing to watch.
October 29, 2025 at 6:38 PM
Watching the github universe keynote. I sort of missed this because of my visit to Techorama NL. But this is quite a fun thing to watch.
Watching some of my favorite experts on stage, talking about data and AI
October 28, 2025 at 12:16 PM
Watching some of my favorite experts on stage, talking about data and AI
Hah, I've successfully riced my linux installation. This calls for more customization. What if I could modify the arch installer?
Ricing definition in case you're wondering: www.fastslang.com/ricing
Ricing definition in case you're wondering: www.fastslang.com/ricing
Ricing - Slang Meaning and Examples - FastSlang
Ricing is a term that has been used in the computer and technology world to describe the act of customizing the appearance of a Linux operating system. The term originated from the practice of modifyi...
www.fastslang.com
October 27, 2025 at 7:20 PM
Hah, I've successfully riced my linux installation. This calls for more customization. What if I could modify the arch installer?
Ricing definition in case you're wondering: www.fastslang.com/ricing
Ricing definition in case you're wondering: www.fastslang.com/ricing
Done configuring everything I need on my desktop. I think it's pretty neat.
October 26, 2025 at 6:29 PM
Done configuring everything I need on my desktop. I think it's pretty neat.
I'm at it again, breaking my linux installation with some tweaks to my hyprland configuration. Started completely from scratch, styling the whole thing step by step. It takes a while, but I think the results are better and I have a much better understanding of all the tools involved.
October 26, 2025 at 8:35 AM
I'm at it again, breaking my linux installation with some tweaks to my hyprland configuration. Started completely from scratch, styling the whole thing step by step. It takes a while, but I think the results are better and I have a much better understanding of all the tools involved.
I sponsor open source developers from time to time with a donation. Jesse Duffield is one of them. He makes lazygit, a git client I use daily.
Go sponsor open source people! These developers deserve it. It's a thankless job at times. And this shows how much you love what they make.
Go sponsor open source people! These developers deserve it. It's a thankless job at times. And this shows how much you love what they make.
October 24, 2025 at 9:13 AM
I sponsor open source developers from time to time with a donation. Jesse Duffield is one of them. He makes lazygit, a git client I use daily.
Go sponsor open source people! These developers deserve it. It's a thankless job at times. And this shows how much you love what they make.
Go sponsor open source people! These developers deserve it. It's a thankless job at times. And this shows how much you love what they make.
Okay, I have some work to complete here. But luckily, Claude Code is here to help me get it done. Managed to produce a set of custom instructions and prompts that really help me work out the structure quickly :D
October 24, 2025 at 5:28 AM
Okay, I have some work to complete here. But luckily, Claude Code is here to help me get it done. Managed to produce a set of custom instructions and prompts that really help me work out the structure quickly :D
Reposted by Willem Meints
October 23, 2025 at 10:34 AM
Getting there slowly :D
October 21, 2025 at 2:09 PM
Getting there slowly :D
While the kids are experimenting, I'm prepping the first set of pages for the upcoming workshop in January
October 21, 2025 at 8:58 AM
While the kids are experimenting, I'm prepping the first set of pages for the upcoming workshop in January
What do you do when you have a day off during the vacation of your kids. You build a minecraft server! We're building machines today people! :D
October 21, 2025 at 5:34 AM
What do you do when you have a day off during the vacation of your kids. You build a minecraft server! We're building machines today people! :D
It's still extremely ugly and buggy, but the agent is coding! It can read files, explore the code base, and then produce some very nice results :D
October 18, 2025 at 12:59 PM
It's still extremely ugly and buggy, but the agent is coding! It can read files, explore the code base, and then produce some very nice results :D