Running AI on your own computer sounds simple until you try to choose a model.
A person may have 16 GB of RAM, an NVIDIA GPU, or an Apple Mac, but model pages often do not give a direct answer to the question that matters:
Will this model run on my computer, and what should I use to run it?
I built MamiLens to make that decision easier.
A lot of homelab notes stop at GRUB:
pci=assign-busses iommu=pt intel_iommu=on
update-grub or on CentOS:
grub2-mkconfig -o /boot/grub2/grub.cfg
One of the first things I wanted to learn after creating my projects was how to actually put them online. I had a project sitting on my computer, but getting it online was a completely different story.
I knew that developers used GitHub to store their code, but the commands I was taught were new to me. Words like SSH made the process look more c...
A verification evidence bundle is the portable record behind a verdict. It should let a person, a CI system, or a later evaluation understand what was checked without depending on a screenshot or a model summary.
When I cannot answer which task, revision, environment, and checks produced a result, I do not consider that result durable evidence.
The N+1 query problem is a very common database performance bottleneck that occurs when an application makes far too many sequential network requests to a database to fetch related sets of data. Instead of asking for all the required information in a single, well-structured query, the application runs one initial query to fetch a list of i...
Trouble started with an eleven-second timeout on a request I had already given up on. The same timeout then hit a second agent that shared nothing with the first one except an endpoint. I was running three experimental agents on MonkeyCode's free server with its free model endpoint, and I assumed the pla...