Why I'm Now Running Enterprise AI on My Laptop (Without Internet)

8 trilogic 14 8/25/2025, 12:18:11 PM medium.com ↗

Comments (14)

aeve890 · 1h ago
>Then I created HugstonOne Enterprise Edition 1.0.7 and it fundamentally changed how I think about AI.

Who uses versioning numbers like that?

>It’s a paradigm shift.

But we have local LLMs already

>You’re locked into a platform (with no easy way to switch)

I've never think about LLMs providers like a cloud provider. I can jump providers whenever I want. I jumped from OpenAI to Anthropic to Open router. Given the parity of tooling and quality of SOTA models I fail to see where the vendor lock is.

brandon22 · 1h ago
This direction feels especially relevant for enterprise use cases. On-device AI avoids cloud latency and subscription costs, but enterprises also gain privacy, compliance, and real-time responsiveness when models—and sensitive data—stay fully local. It’s compelling to see this shift: not just a fallback for poor connectivity, but a strategic architecture choice where endpoint control (encrypted storage, NPUs, hardware trust) is as critical as algorithmic capability. Great post!
bgwalter · 1h ago
You are absolutely right!
trilogic · 1h ago
Thank you so much, I appreciate your reply.
voidUpdate · 1h ago
What happened to the paragraph after "What Makes HugstonOne Different"? I'm not sure if the formatting got lost somewhere or what...
trilogic · 1h ago
Thank you, that´s a good observation that need to be fixed right away.
pmontra · 1h ago
The specs of the laptop are nowhere to be seen both in the post and in the website. Any guesses?
trilogic · 1h ago
You are right! Is a Lenovo Thinkpad T440s 4gb ram. It runs well in cpu (I7) with any model under 4b.
jmclnx · 1h ago
To be honest I will avoid AI at all costs :)

But if I had to have AI, it would be on a local PC without an internet connection. Sadly this seems Windows only, which is a no-go for me, plus with Windows 11, can you really run it without an internet connection ?

But to me, I would be more worried about heat, I would think AI would push a Laptop to the limit.

trilogic · 48m ago
So funny you mention it cause I was on vacations in Spain few weeks ago. They are the definition of "I will avoid AI at all costs". It seems we are living in 2 parallel universes. All the Spanish I met don´t know, don´t use and don´t care about AI. I have been so busy but Linux version is coming soon, it is very time demanding. And eventually I have to upgrade to a desktop PC for better performance.
cowpig · 1h ago
> This isn’t just another AI tool. It’s a paradigm shift.

ah so this entire article is written by a language model

tyleo · 50m ago
Something feels off about the whole thing. I find the article to be extremely low information and extremely hyperbolic. It feels like keyword soup.
trilogic · 42m ago
Certainly I seem to have poor skill of writing an article, contrary to writing code. Of course I use my app to revise, suggest and correct grammar, that´s why I created HugtsonOne, to help me optimize time. So yes the article has some patches of LLM.
zellyn · 1h ago
It definitely has LLM vibes…