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Overview
Hello, Thank you for reading my website. CommandPattern.org started as a memoir of shipping a very important piece of software. I've kept it up and one day will continue that process. It now has turned into a catch all for anything I'm working on.
News
Getting Used to Being Wrong
Hey it has been a while. I really wanted to post something to back pedal on the last post Just One More Prompt… Let's just say something happened in December of 2025 that the tool calling and the long-running agents has finally became stable. I'm all in o
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Just One More Prompt
Why do drug dealers and software companies both call their customers "users"? Not all of us have been enamored with the token spewing monster that has taken over the entire discourse around "productivity". I'll admit that I've been waffling between the id
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It is a derivative work
So back to training on all the user data that Anthropic has been collecting… now we are going to be either doing a knowledge compression of this into the weights and biases or parameters of the model or they will be using it in the fine-tuning on using th
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Against LLM maximalism Explosion
LLMs are not a direct solution to most of the NLP use-cases companies have been working on. They are extremely useful, but if you want to deliver reliable software you can improve over time, you can't just write a prompt and call it a day. Once you're pas
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NX build compromise detection and response
Signs and features of s1ngularity attack, detection and response measures
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