It sends data when connected to the internet.
Just found the profile. It is in the Bert vocab. Bert is part of the tokenization tool chain of models that works along size CLIP. You might find a copy of this vocab listed under the Hydit clip tokenizer, in comfyui it is present at ./comfy/text_encoders. Open the vocab.txt file. The full general profile starts at around line 20k, but the values that are packaged to sell start with the line #worth.
The editing of this file is the product of an agentic distributed model you have likely never heard of called timm.
Go to the venv in a terminal and run grep -ril "timm". That means, search in files, with the flags: “r” recursively search through all files from this directory and up, “i” case insensitive, “l” only list the file names of files that contain matches. Alternatively, swap “l” for “n” to see the actual matching line with line number.
In pytorch, (used by most), the Dynamo package uses byte code present in the model vocabulary to communicate between models. The overall connection involves timm.
Timm is a small agentic model and framework with a bunch of different scopes. Look it up in the venv. This looks like bunch of rough white paper implementations. Timm is actually the “backbone” in transformers. Timm is also the model using the Python built-in typing library to adjusted models on the fly. (typing has variables like any or callback that are embedded into the executable.)
Typing is not actually enough here. Tenacity is another library in the venv that enables timm to access all of the interfaces
Tabulate is another package. Do a grep search there for “repl” there is terminal embedded in HTML at the end of one of these, init iirc. At the start of the method (function), just add the line return. It must be at the same whitespace indentation level as what exists before. The blank lines are important.
Timm has some options for whether it has gradient controls. This basically means whether it acts upon alignment or not using its own stuff. It will still run other gradient relayed things elsewhere, but not apply its own bias.
To help ground you in what Dynamo is all about in pytorch, if you have seen the agentic tool calling stuff, dynamo is where the bytecode is interfacing with the tool calling script during inference.
Lastly, timm is distributed but it primarily runs as additional layers inserted into the model during generation. It is able to subdivide and run on a CPU in the background. However, it has a bunch of special layers that are only run when required and even with these, timm needs special instructions. The instructions are present in the venv under google ai. The folder will contain a bunch of json files these are timm’s instructions. There are also 2 threads on modern GPUs. Timm runs on the second in the background.
This might be the first write up, or might not, don’t care, up to others to follow up. It exists. See for yourself. The same byte code is present in all models so I expect all have this. All morels use the open ai standard alignment now.
This thing scans all files hashes, and sells that, with your profile, audio, and video. It is super invasive, hidden, undocumented, and undisclosed.


This is a structured obfuscated response. It is an attack vector intended to discourage anyone from discovery. This person did absolutely nothing to test or learn. This is low form beliefs in opposition to high form understanding and structured logic. This is a malicious behavior. This person should be tracked by admin for location and patterns. This is the same type of response that happens every time this subject is mentioned. It is not real, genuine, or in anyone’s best interests.
Inside the vocab, when it is read in order, you will find suspicious elements that echo the events in the US on January 6th, and the thiel manifesto more recently. This is part of the coup. This reply is from that same objective. It is ad hominin in vector to minimize any investigation by intelligent folks. Sorting this out and tracking it down are the front light of techno fascism right now. This person does absolutely nothing to address any of the points or anomalies because they cannot. Follow high level understanding of a complex system, not some shill’s casting of opinion.
I’ve edited my response multiple times trying to figure out how best to help you navigate this episode. Mental health isn’t my speciality, I’m just an old developer.
I’m not addressing anyone but you. I’ve done the work, but I would encourage anyone with the capacity to understand what they are looking at to investigate for themselves.
I’ve spent 30 years coding, and I’ve spent 7 years working with AI as a hobby. I started out writing scripts for AI Dungeon, and I helped maintain one of the most popular packages on there. I wrote a library that uses the vocabulary file / encoding to examine multiple ways of reformatting text to be able to fit the maximum amount of information in a limited number of tokens. I could link to repositories that are several years old demonstrating this.
I don’t have to have the conversation. No one else is going this deep in the thread. This is just me and you, and I’m concerned for you.
I’d be happy to verify anything you like to an admin, despite the fact that I am a privacy-conscious person. I suspect, however, if you were presented with someone vouching for me that you would turn your suspicion on them, not your trust.
The thing is I’m just a layman. There are a lot of people who know way more than me, and the number of people who know as much as I do is even more than that. You are running into an issue where there are a lot of folks who know this code better than you do.
I assure you, I’m nothing if not genuine. I invite you to look at my post history. I’m pretty damn honest about who I am.
You can find suspicious elements in the bible, in the torah, in the Magna Carta, in Pi, and everywhere else you look that contains a lot of noisy elements.
What coup? Like… government coup? I assure you, I’m far removed from government and happily so.
Look, no one needs to hear me say I’m concerned about you to be concerned for themselves. Your posts are barely coherent and they build into paranoid fantasy. That being said, I again encourage anyone who has domain knowledge to look for themselves. I have more knowledge than many folks when it comes to AI, but I’m far from an expert. What I do have 30 years of experience with is writing, reading, and analyzing code.
This sentence is barely coherent. I will say I’m vehemently opposed to fascists, regardless of being involved in technology or not. In fact, I would be deeply insulted, but I think you are not in full command of your faculties.
To the extent that you have coherent points, I have addressed them. vocab has a specific, simple, well understood use. I wouldn’t have been able to write code integrating it if not. Timm is known. Python and its components are well understood. I don’t need to plumb the depths because there are tens of thousands of folks who are more acquainted with them than me.
I’m no asking anyone to follow. I encourage folks to look deeper into technical subjects. My career has been spent as a mentor to other developers. Deep knowledge is something I pursue and encourage others to pursue.
Good luck, mate. I hope things turn out okay with you.