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GitHub Copilot and its environment
There are many articles about Claude and its surrounding, but being honest and transparent I do use GitHub Copilot and at least for my work it’s a very helpful assistant.…
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Deployment in kubernetes, do you really know what it does ?
When I am on the side that’s interviewing this is actually my favorite question to ask about Kubernetes. It might be the one question to ask someone just to understand…
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LLM parameters, but what are they ?
No matter if you run local models or relying on frontier people are always talking about the number of parameters the model has. But what is this parameter and what…
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EMBEDDINGs and What goes inside the transformer.
A very frequent operation in the AI space is to convert ‘something’ into a ‘vector’. This transformation of something into a vector is called an embedding. By using vectors you…
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My rabbit hole journey, part 1.
During the last few weeks I have been trying to immerse myself into the local inference AI camp. It’s time to reflect on some of that journey. No question asked…
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Shamir’s secret sharing
If you have worked with HashiCorp Vault most likely you have come across this algorithm. It’s also heavily used in cryptographic currencies. It will split a secret into multiple isolated…
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Migration from ingress to gateway api inside AKS
For a long time the standard way to expose a service outside of Kubernetes has been to create an Ingress object. For a long time the standard way this object…
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The ‘pseudo’ file system
In the magic Linux world 🐧 there is one specific entity with the label ‘pseudo file system’. It sits tight and altough is a little bit jealous that it’s not part…
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The most important bash feature
Many people write bash scripts or vibe code them now which to some extend is fine. However bash is very tricky and different. It’s even trickier if you are coming…


