trilogic

The theory of evolution didn´t work on Horseshow crab? Darwin did you read that. Maybe nasa should read it too :)

Finally we at Hugston managed to release the new HugstonOne version.

In the video we show briefly how to use it.

We want to inform our users that from the version 1.0.9 and later all the Entereprise Editions will be commercial.

Supported among thousands of models now Qwen3.5 397B, Qwen Next Coder 80B, Minimax 2.5, GLM5 etc.

However all the previous versions in Github and Hugston.com will be untouched and available for free as promissed.

Feel free to contact us for questions.

Best Hugston Team.

WOW such a great work. Myself I have been struggling with Mingw just to compile from source. Of course it works much cleaner then the hated visual studio, but then when it comes to cuda compile, that´s it. Visual studio or the magority our there, It is invasive and full of bloatware like you say. Same struggle with electron.

How to match it with cuda to compile from source the repos?

You are not worrried for one of the 2 reasons:

1 You are not affected somehow (you got savings, connections, not living paycheck to paycheck, and have food on the table).

2 You prefer to persue no troubles in matters of complexity.

Time will tell, is showing it already.

No worries ladies and gentleman, AI will solve it, insert coin, or better throw another trillion at it and all will be solved.

AGI is here

Ads Pff..

For employment I mean "WHATEVER LEADS TO REWARD COLLECTIVE HUMANS TO SURVIVE".

Call it as you wish, but I am certainly not talking about coding values.

Can it create employment? How is this making life better. I understand the achievement but come on, wouldn´t it be something to show if you created employment for 10000 people using your 20000 USD!

Microsoft, OpenAI, Anthropic, XAI, all solving the wrong problems, your problems not the collective ones.

I empathize with the situation, no elegance from them, no eloquence from me :)

When 2 multi billion giants advertise same day, it is not competition but rather a sign of struggle and survival. With all the power of the "best artificial intelligence" at your disposition, and a lot of capital also all the brilliant minds, THIS IS WHAT YOU COULD COME UP WITH?

Interesting

This is the reason we at Hugston, built HugstonOne, in case users want reliability, privacy and their own comfort. HugstonOne Enterprise Edition free to everyone for a bit more :) If you like our work give us a star.

Enjoy

Still no real data on the layoff % in the tech sector, respective to Devs or just in general.

Personally I noticed an exodus of Americans towards Europe. IT may as well be considered an intellectual immigration flux.

The critical point is that no one has the puta idea of how to use AI to create jobs, so to smooth and balance the shift/layoffs. Time to be creative on it or else we will see employees destroying the machines again like they did in the beginning of the industrial revolution followed by an economical depression.

What is different this time? Maybe:

1 Online shopping market in the range of 5 trillions 2 Electricity and energy price raise 3 Impossibility to lower interest rates 4 Tech market also in the range of multi Trillions 5 Global education and power expansion ...

Meaning that a % of all this money flow goes private pockets destroying medium class, which gets poorer.

It is like a memory leak that keeps sucking resources while growing exponentially until the system crashes. The real question for an economist is how much ram has the system and how much the memory has leaked?

This Legendary site is interesting: https://usdebtclock.org/index.html Especially when combined it´s data with AI.

Realizing that some "chemical reactions" can change your destiny then further learning that when you want something, all the universe is bound to conspires in helping you to achieve it.

This one came out good :)

Interesting reply thanks. I would say though, If I were programmed or a program or whatever you name it... I would realize the under statement:

If One can´t be happy with what One have now, One will never-ever be in any circumstances.

This is not your case certainly but is connected with the autopilot (meaning we don´t get to choose.

This agent repo is going nuts:

Moltbot is a personal AI assistant you run on your own devices. It answers you on the channels you already use (WhatsApp, Telegram, Slack, Discord, Google Chat, Signal, iMessage, Microsoft Teams, WebChat), plus extension channels like BlueBubbles, Matrix, Zalo, and Zalo Personal. It can speak and listen on macOS/iOS/Android, and can render a live Canvas you control. The Gateway is just the control plane — the product is the assistant.

If you want a personal, single-user assistant that feels local, fast, and always-on, this is it.

Website · Docs · Getting Started · Updating · Showcase · FAQ · Wizard · Nix · Docker · Discord

Preferred setup: run the onboarding wizard (moltbot onboard). It walks through gateway, workspace, channels, and skills. The CLI wizard is the recommended path and works on macOS, Linux, and Windows (via WSL2; strongly recommended). Works with npm, pnpm, or bun. New install? Start here: Getting started

Anyone did try the repo, are they using bots to get stars or is the repo so viral? Just today it got 4000 stars, come on.

It should be full of security flaws. I get it, it runs autonomous in your pc and phone, but it needs full access to your systems, computers, social media, chats, emails, etc. According to github stars, 100k people are already using it!

This can´t be true, or can it?

There is only one cure/hack for Nihilism or similar...

Go somewhere where you need to work physically you az off to afford daily food. You will be so exhausted eventually that: 1 you will not have any energy left for thoughts. 2 If you have any energy left, you will give it to angriness which will lead to other circumstances which are none related to find the meaning of life.

Ignorance may lead to happiness and friends :)

Testing it now in HugstonOne. Running smooth at 5.8 T/S : Loaded Trinity-Large-Preview-UD-Q4_K_XL-00001-of-00005.gguf.

The T/S speed is acceptable, also stable 60 degrees celcius for the gpu temperature. Accuracy and precision in math problems. So far so good. Results: https://www.reddit.com/r/Hugston/comments/1qq9d5i/testing_tr...

Activate controlled folder access and filesystem access to see what is trying to change every time loading and using a llm. Most LLM models are programmed to call home at first loading. Then the libs you are loading them with also log and smt looking to send bytes (check with firewall for details).

HugstonOne uses Enforced Offline policy/ Offline switch because of that. Our Users are so happy lately :) and will realize it clearly in the future.

Europe Is back on the map. It´s going slow but steady. Hope they involve community in their tech projects.

Today we could run this beast of 1 trillion tokens, Kimi 2.5 thanks to : https://huggingface.co/DevQuasar/moonshotai.Kimi-K2.5-GGUF for the IQ2_XXS 267 GB version.

It runs ~1 token/s with a 256gb ram and some "paging memory" (using hard disk as ram).

Currently under test, we are very excited to see the results. It is quite amazing to be able to run All available models with this build of HugstonOne Enterprise Edition 1.0.8 but most importantly, Deepseek 3.1 Terminus, Qwen 3 80b and 235b and now Kimi 2.5.

Write your questions if any, otherwise enjoy.

Hugston Team.

Europe must have their own tools created from scratch. Replacing how, with which infrastructure? If you use existing libraries, don´t expect full ownership nor full privacy, same applies to hardware and cables. It is though a big step finally. It is a start, Viva la France :)

New powerful (GPT based) model from Microsoft, Small, fast and functional all in one just because of the new paper.

Developer: Microsoft Research, Machine Learning and Optimization (MLO) Group Model Architecture: Mixture-of-Experts (MoE) variant of the transformer architecture (gpt-oss family). Parameters: 20 Billion (3.6B activated) Inputs: Natural language optimization problem description. Context Length: 128,000 tokens

Paper for the method used: https://arxiv.org/pdf/2509.22979

Historically speaking, March is a redish. The bloodbath with income declarations, bankruptcies and shifting investments. Then gold at 5k can´t be good right, the 5keyers can´t find any better but relying in gold. In my (wrong opinion) it can slip to 6k super fast, is enough a bad news or a "bad" political decision.

Any thought?

Edit: Trend following never let you down.

>remember that you could be wrong :)

I wish to know where are we in this cycle. The market correction is expected next 2 months, suggesting gold price to the moon, at least until April. Any insight?

Usually is the location and the surrounding environment (sometimes "friends etc") that leads a person in a certain situation. A radical change may help as may make things worse (but it can´t be much worse then an eviction notice I guess). A new location can offer less stress, fresh start, maybe cheaper accommodation and lifestyle, but most importantly motivation and new opportunities. The 10k are in the range of a company owner instead of employment. Some states/countries facilitate the startup and if you did it once you can do it again.

Good luck.

Step 1: Change current location (results show it may be toxic :)

Step 2 If you know ML/AI then send 10000 applications this weekend for job positions (whatever you may like).

Step 3 Wait till Monday.

Today we added in our repo (hugston.com) this tiny impressive model. Even quantized to q4 it runs lightning fast and no loops.

Is just 600mb and it really works for general tasks. The creators of the model have also a 1.6b vision model which can process images quite accurately.

It was tested in cpu/gpu and flash attention with a max speed in one of our servers of 342 tokens per second.

Definitely worth using and having in the repo.

Original weights: https://huggingface.co/LiquidAI/LFM2.5-1.2B-Thinking

Backup: https://hugston.com/uploads/llm_models/LFM2.5-1.2B-Thinking-...

Enjoy

Europe need to open the pipe to free markets, simply said buy and sell with no damn taxes or restrictions. People is afraid to start a business because of many bullsh.t regulations and taxes, uncertainty and intentional lack of transparency. Doing business shouldn´t be so damn hard, it should not require so many licenses, permissions, burocracy. It should be instead given priority and treated like gold as it is business that move the economy, employ people, create jobs, give you a reason to wake up motivated in the morning and even an incentive and right condition for population growth.

Then 3-5% of the entire money flow goes to private pockets/bankers. Are you f.cking kidding me, an optimal gpd growth is ~3% but we giving it away to some parasite for free? Why, I do not consent nor agree.

This parasites, blood suckers, ignorant puppets, with full power and kart blanch can´t see further then their nose. BUt ofc a parasite kill the host and move elsewhere, so I guess no issues here.

Stop this nonsense throttling damn it, you need to be prosecuted legally for economic murder and sufferance caused because of it.