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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?

Time in market > timing the market.

>remember that you could be wrong :)

you can't know the future

What is your basis for saying the market correction is expected in the next 2 months?

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.


Gold goes up fast and down slow, stocks go up slow and down fast.

Not at the same time but there is some relationship.


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.


Thanks. Step 2 has been my job especially this month.

What about step 1? I seem not to get the 'may be toxic part'


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.


That makes sense. Thanks

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.


An opensource, simple app for windows with 1 click download for offline maps. We do not like it Complicated :) Available in github and Hugston.com

Enjoy


Sure there are many more, but the post is about Local AI Apps not Proprietary or online services, meaning you can download it in your computer and use it without the need of internet connection, payment or any restriction.


The best Local AI apps worldwide 26 Dec 2025 according to ChatGpt 5.2, using this parameters as comparison: Evaluation criteria:

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.


We at Hugston are working hard to make AI useful for everyone. Today we are releasing Quanta, an application for windows that can convert and quantize AI LLM Models in GGUF.

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


That´s the whole point, you see!

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.


Best of luck!


Thank you, all the best to you too.


You are entitled to your opinion and me to my facts.

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.


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