Enjoy
180 karma · joined April 4, 2025
Enjoy
3-click install → load → run
Install scope (User vs System)
Privacy enforcement (offline switch, no telemetry, no account, CLI)
Workspace features (files/images, code editor, tables→CSV, terminal)
Open model ecosystem (load models from any folder)
Forced updates
Double memory usage
Code preview option
User-activatable local API
Open-source availability
Legend yes / strong partial no drawback
Ranking Rationale (Concise)
HugstonOne (not a simple wrapper) Only app that on top of the other apps does:
have double memory (1 in chat-sessions and tabs and another in persistent file),
installs as user, not in system or admin
enforces offline privacy, with a online/offline switch
supports open models from any folder, not close inapp ecosystem
provides a full agentic workspace (editor, preview, files, tables→CSV, structured output),
exposes a private local API in CLI beside the server.
LM Studio Excellent runner and UX, but closed source, forced updates, and limited workspace depth.
Jan Open source and clean, but workspace features are thin and updates are enforced.
GPT4All Good document/chat workflows; ecosystem and extensibility are more constrained.
KoboldCpp Powerful local tool with strong privacy, but no productivity layer.
AnythingLLM Feature-rich orchestrator, not a runner; requires another engine and double memory.
Open WebUI UI layer only; depends entirely on backend behavior.
Ollama Solid backend with simple UX, but system-level daemon install and no workspace.
llama.cpp (CLI) Best engine, minimal surface area, but zero usability features.
vLLM High-performance server engine; not a desktop local-AI app.
Available at, https://github.com/Mainframework/Quanta or https://hugston.com/uploads/software/Quanta-1.0.0-setup-x64.... (the newer version).
If you like our work you may consider to share it and star it in Github.
Enjoy
You are not surprised at all, even though you know for certain the company it is already doing it everywhere. So we should assume that this is normal? Isn´t this concerning?
This is unacceptable for me, I will not pretend that is all right, and I am doing something about it.
If the point of discussion here is to downvote me, there you are correct (cause the post I submit keep getting points but my karma goes down, hah funny).
Maybe I am in the wrong place, and so are all the lawsuits that claim otherwise.
And this is not the first time as mentioned. Absurd is you if you think that the chats don't get logged and filtered for certain purposes.
How do you think they report to Law enforcement certain crimes??? Keep your attitude for you please.
What is relevant is this:
That is even more concerning, means that every gov employee should apply same logic, but as we know it is not. Factually speaking, whatever info exists in internet, has been scrapped and used for different purposes, violating the law in plain sight. Therefore we should assume that will happen the same with whatever becomes digital data in the future, and we know how all is towards digitalization (example the currency banks, the social security banks, the IRS etc). Furthermore, how difficult will be to reverse engineer an app to get the source code and get around it with intelligent ways (avoiding patent, design protection). It takes a whole life for a human to reach eureka moment but 1 sec for AI to steal and use it. We need better solutions, because when AI takes live in robot machines, it may be late. I have a possible solution (among others) which is guaranteed to work, (AI sensors which will cause pain for every wrong action, same like we have when put the hand on fire), In my opinion, need to be implemented asap as a standard globally.
Try it yourself... If that is a llm issue in general why this small model gets it right first shot? (check link).
in HugstonOne Enterprise Edition 1.0.8 (Available here: https://hugston.com/uploads/software/HugstonOne%20Enterprise...
Now they work quite good.
We noticed that every version has a bug:
1- They do not process the AI Images
2 They do not process the Modified Images.
It is quite amazing that now it is possible to run amazing the latest advanced models but, we have however established by throughout testing that the older versions are to a better accuracy and can process AI generated or modified images.
It must be specific version to work well with VL models. We will keep updated the website with all the versions that work error free.
Big thanks to especially Qwen, team and all the teams that contributed to open source/weights for their amazing work (they never stop 24/7, and Ggerganov: https://huggingface.co/ggml-org and all the hardworking team behind llama.cpp.
Also big thanks to Huggingface.co team for their incredible contribution.
Lastly Thank you to the Hugston Team that never gave up and made all this possible.
Enjoy
PS: we are on the way to a bug free error Qwen3 80B GGUF
Just sayin...
Edit: Just for this effort, this paper deserves Credit. Bravo.
We support your work and offer backup and distribution. Here a copy just in case: https://hugston.com/uploads/llm_models/EuroLLM-22B-Instruct-...
My clients (which are most the Gov, Uni, Med, are not happy for it but they got over it. My proposals for funds/contracts suddenly get denied unless I explain what is really happening. This is not only damage to reputation but also to business. I repeat this has to stop. Now the competent Authorities are investigating properly but as always they get off with a fine (which is in Billion btw).The choice for them is Either stop this or pay billions, The world belongs to everyone.
https://www.reddit.com/r/LocalLLaMA/comments/1o1m9nz/the_mos...
Viva la France, Viva Europe.