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We built NeuralOS, probably the world’s most expensive operating system, running at a blazing 1.8fps on an NVIDIA H100 GPU. 😅

**What exactly is NeuralOS?**

It’s an experimental generative OS that predicts every screen frame entirely from your mouse and keyboard inputs. No internet, no traditional software stack, purely hallucinated pixels.

**How does it work?**

* An RNN tracks the computer state (kind of like a traditional OS kernel, but all neural and continuous).
* A diffusion model generates the actual screen images (imagine a desktop environment, but fully neural-rendered).

The GIF shows a funny demo: NeuralOS running NeuralOS inside itself. Every single pixel you’re seeing is model-generated, no network involved at all!

Long-term, our goal is to remove boundaries between software entirely and make OS fully customizable beyond fixed menus and options. Imagine asking your OS something like:

* “Merge all my messaging apps into one interface.”
* “Make Signal look like Messenger.”
* “Turn the movie I’m watching into a playable video game.”

**I’m curious about your thoughts:**

* Could future OS interfaces just become human-like avatars (think Grok’s Ani)? Are menus and app-specific UIs going away?
* What about fully generative games: could diffusion-based games eventually replace traditional ones?

Try the live demo here: [neural-os.com](http://neural-os.com) (you might need patience…)

More details about the project: [x.com/yuntiandeng/status/1944802154314916331](http://x.com/yuntiandeng/status/1944802154314916331)

# New study of rats suggests more than 200 types of misfolded proteins could be associated with age-related cognitive decline. Findings could lead to new therapeutic targets and treatments in humans.

I have my LLC, resale license, website, and a solid business idea.

Due to the nature of my idea/products, I have to purchase quite a lot of inventory. To keep things vague, I need around 6-8 kits, each with 6-8 products. My wholesale MOQ is around 20-50 per item. So 720-3,200 items to get started.

If I purchase MOQ 20 for some items, my initial costs are going to be around $20k. Plus packaging, which will be around $5k (I need beautiful, custom packaging – very important for my business model).

How do I take the plunge of committing to a $25k upfront cost when I have no idea if my idea will sell?

I think I have a solid plan, decent marketing ideas (but again, another cost), and my Shopify website is solid.

I have the cash, so I’m not working with an investor. But damn, still a big risk…

Just wondering if anyone else feels this.
After the March 2024 updates, I’ve seen crazy ups and downs. Stuff that used to rank overnight on Medium and similar platforms now barely moves… or gets wiped out in days.

Is anyone still getting results with Parasite SEO in 2025? Or is Google officially done letting those pages sit on top?

share your experience, guys.

I’m planning a trip to Romania to check out some kitschy, spooky spots. I’m making this a full-on “haunted” adventure! Of course, we’ll be visiting Bran Castle and Poenari Citadel, but the real highlight will be exploring the Hoia-Baciu Forest.

I have two questions:

1. Are there any other haunted or kitschy places we should see within the country?

2. In your opinion, what are some other places that are great for haunted exploration? (Places with ghost tours, unique history, strange occurences, etc.)

I work at a non-tier 1 firm as a qr. My background is given in this previous post

My hope is to someday get attention from a tier-1 firm for a QR type of job and for that, I am trying to make money for the current firm hoping that this will add value. There have been two camps.

One says that if you end up making money consistently (making money is subjective … I was never told what kind of numbers qualify to be termed as “made money”), then tier-1 firms will look at you and maybe give you a chance. So the hypothesis here is track record as a qr, be it a non-tier-1 firm will add a lot of value in case I made money for them.

Second says that they are looking for raw intelligence. They do not look at 30+ year olds even with all the necessary qualifications. They don’t care at all for any work experience or if I made money for some firm or not. What they want is a Nash type of guy who can walk in and solve all their problems quickly.

I’d love to hear your opinion about this matter.

Hey guys, I wanted to do guest posting for a website, so that I could get a backlink for my webapp. Can anyone guide me on how to get started with it?

# Hey everyone,

I think it’s a good idea to have a separate discussion for the datasets and benchmarks track, feel free to share your scores or any other relevant feedback.

Let’s keep things constructive and supportive. Good luck to all!