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This is an experiment on a beautiful Sprint morning. It doesn’t matter which model is behind it.

Reading a real book is more important than fighting misinformation.


Are you going to join codex team as well? I am curious about how the codex code base will evolve after you guys joined. It is going to affect Python/Rust toolchains tremendously.

It is interesting to see this after yesterday’s announcement of Unsloth Studio:

https://qht.co/item?id=47414032

Uv did solve a distribution problem for them.

There is still a lot of room to grow in the space of software packaging and distribution.


I still have trouble to get unsloth studio setup working on my MacBook because of Python tooling issues.

However, since I already have pi working with llama.cpp server from a docker container, I did a quick experiment to compare three code bases:

https://gist.github.com/ontouchstart/7483c12efa3c3d3a49e38c2...

https://gist.github.com/ontouchstart/217fe2b8103a5c0bfaee1e9...

Very interesting.

Will do it again next week if I can get unsloth studio working.


If you can try again we just updated the process sorry! We did a new pypi release:

curl -LsSf https://astral.sh/uv/install.sh | sh

uv venv unsloth_studio --python 3.13

source unsloth_studio/bin/activate

uv pip install unsloth==2026.3.7 --torch-backend=auto

unsloth studio setup

unsloth studio -H 0.0.0.0 -p 8888


Daniel, it works now. Thanks for the hard work!

https://gist.github.com/ontouchstart/532312fcba59aec3ce7f6aa...


Thank you Daniel.

Here is the error message on my machine:

https://gist.github.com/ontouchstart/86ca3cbd8b6b61fa0aeec75...

It seems we might need more instructions on how to set up python (via uv) in vanilla MacOS.


I have been updating the gist above and will stop this

``` ../scipy/meson.build:274:9: ERROR: Dependency lookup for OpenBLAS with method 'pkgconfig' failed: Pkg-config for machine host machine not found. Giving up. ```

Too much work.


Today is Pi Day and I bumped into this blog:

https://mariozechner.at/posts/2025-11-30-pi-coding-agent/#to...

Being 4.5 months behind the trend has its advantage. ;-)


If this works, we might be able to have a special ISA for LLM and forget about high level computer language for humans.

I am talking strictly about computing, not garbage in garbage out IO.



> Now I have no illusions about who looked stupid and who were stupid.

Could you expand on what you mean?


Stupid/smart are social construct and illusions.

The reality is different.


The consumer/producer dichotomy misses another aspect of coding, with or without AI.

About a decade ago, STEM education was trendy and everyone was getting Lego, Raspberry Pi etc to build robots and writing Python in the name of STEM. You can ask LLM what STEM standards for.

The Maker movement is not about consuming or producing for consumption. Some people might get incentive to be influencers and profit off it. But the majority of the kids who went through this process become adults and moved on to be producer/consumer and playing with AI now. I believe their curiosity and creativity.

Don’t worry, life will find its way.


I finished reading the thin book "Systemantics" by John Gall yesterday (thanks @dang).

I realized that the problem of AI generated/edited content flooding everywhere around us is a symptom of something wrong with the System.

It might have something to do with sensory deprivation. Here is a quote from the book caught my attention because of the word "hallucination":

> As we all know, sensory deprivation tends to produce hallucinations.

> FUNCTIONARY’S FAULT: A complex set of malfunctions induced in a Systems-person by the System itself, and primarily attributable to sensory deprivation.

(As I typed the text above on my iPhone, I was fighting auto completion because AI was trying to “correct” the voice of John Gall and mine to conform the patterns in its training data. Every new character is a fight against Gradient Descend.)

All you need is attention but the cost of attention is getting higher and higher when there is little worth our attention.

It takes a lot of efforts to be human.


Reading it now on Kindle Scribe without the help of AI ;-).

When I am done, I might simply replace SOUL.md with it and move on.


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