DEV Community: fuckdev.to

Building a Private, Industrial-Grade AI Workspace in 48 Hours with Ollama

fuckdev.to — Fri, 13 Mar 2026 19:08:17 +0000

I believe the future of AI shouldn't be generic or standard—it should be custom.

Recently, I challenged myself to build a workspace that is 100% offline, privacy-focused, and tailored specifically to my workflow. What started as a hobby project quickly evolved into an industrial-grade workspace that outperforms many mainstream AI interfaces.

The Philosophy: No clouds, no bloat, no logins, and no trackers. Just pure local compute.

The Tech Stack
The core of the project relies on Ollama for model management and a custom .bat script to orchestrate the environment.

Logic: A batch script that automatically identifies downloaded vs. deleted models.
Automation: Powered by SmoLLM2 (1.7b) to handle background tasks like summarizing conversations and naming projects.
Interface: A custom workspace with a built-in live preview (IDE-style).
Key Features
Within just two days of development, the workspace reached a state where it handles:

Automatic Summarization: It triggers a summary before reaching 80% of the conversation limit to keep the context clean.
Live Preview: A true IDE experience where code can be visualized instantly.

Using a simple .bat script, the workspace remains lightweight and lightning-fast.

Why SmoLLM2?
I chose SmoLLM2 (1.7b) because it is incredibly lightweight. It allows the workspace to automate file tree creation and conversation naming without eating up the VRAM needed for the larger primary models.

The Vision for 2026
In a world moving toward massive, generic "black box" AI, I think the real power lies in Desktop Automation. My goal is to expand this into a system that handles everything from project deletion to deep directory analysis entirely locally.

💬 I’d Love Your Feedback
This is currently a working prototype, and it's already my primary daily driver.

What local automation features would you want in your own workspace?
Have you experimented with using small models (1b-3b) specifically for file-system tasks?

File System Automation: It creates project folders, handles cleanups, and analyzes directory trees.
Exporting: We are currently implementing a feature to export previewed apps as full projects in .zip format.

Is this site made by an AI or Something?

fuckdev.to — Mon, 23 Feb 2026 23:22:22 +0000

I locked myself out of my own app, so I rebuilt it from scratch!

fuckdev.to — Fri, 13 Feb 2026 14:51:58 +0000

Palette Thief Ultimate is my first real tool release — a tiny, offline‑first, zero‑dependency color palette generator that runs as a single HTML file.

It started as a Rust + Tauri project, but after locking myself out of my own app by implementing strong security (yes, really), I rebuilt it from scratch using pure HTML/CSS/JS. What i been throught with this tool is actually a very long story but The result now is even faster: 0.02s palette generation, no cloud, no servers, no tracking, just a standalone artifact (they told me its called that, i still think its a tool but anyways) that works anywhere, phones, pc, tablet, tv, linux, etc.
after many checks, rechecks, and re-rechecks here is the final result of my Ultimate color extraction palette tiny beast!

GIVE IT A SPIN
GIVE IT A SPIN

OFFICIAL WEBSITE
OFFICIAL WEBSITE

If you want to try something minimal, fast, and handcrafted, here it is.
I’d love feedback from anyone who enjoys building tools or designing interfaces.