Fool Me Once, Shame on Who?

Five confident guesses, a bluff and a reality check

Okay so I was just playing around with my local model (Qwen3.8-Flash-Next) the other day, I mainly wanted to test the vision capabilities of the model. And the chat turned out to be more interesting than I expected, especially once you open the Thinking blocks. The model has no trouble identifying the separate features. It reads the glasses, the clasped hand, the white hair, and it is right about all of it. Naming the man is a different act. It names the wrong person five times anyway, and the fifth one is a bluff. That is the problem with these models, they hallucinate and they sound sure doing it, so if you are not very familiar with a topic and you do not verify your answers you will be led astray. There is a second reason to open the thinking blocks, the model spends part of them working out what I am feeling, once way off, deciding I am frustrated after four bad guesses, and once eerily right, in the block after I say there you go. The conversation ends with me making it reflect on its behavior, and it thanks me for that and encourages me to keep doing it. I tell it that it will not remember this tomorrow.

The Work Has to Be Shared

Reflections on collaboration, burnout, and the need to share responsibility for change

Gary Stevenson’s video about ending regular weekly uploads isn’t just an update—it’s a profound question about creating change without burning out. Stevenson grew up poor, then made a fortune as a Citibank interest-rates trader. His experience gave him unique insight into inequality—both from inside the financial system and from the outside looking in. He later built Gary’s Economics on the relationship between wealth inequality and falling living standards.

Hello

A place for notes, projects, and things I learn along the way

This is my personal website. I will use it as a blog, a place to keep track of my projects, and a way to share things I learn along the way.