AI & ML interests
Making real intelligence run fast on hardware people can actually own, not on so-called consumer hardware that’s too expensive and out of reach for most.
Recent Activity
🌤️ Welcome to Sorazium Labs!
👉 Our Goal
To make models run on actual consumer hardware at speeds and intelligence that feel closer to the cloud.
👉 What We Believe
We believe real local AI should run on hardware people can actually own or already own, not just on so-called consumer hardware that is too expensive or out of reach for most. GPUs like the RTX 3090, 4090, and 5090, along with unified systems such as NVIDIA DGX Spark, AMD AI Halo, and high-end Mac Studios and Mac minis, are powerful, but they are far from what most people, especially average enthusiasts and students, have sitting on their desks.
👉 What We Do
We take existing models and prune, merge, finetune and quantize them to compress while retaining as much intelligence as possible for limited hardware. The objective is not to make a model small enough just for the sake of fitting. It is to make it small in a controlled, tested, efficient way that doesn't lobotomize the model's capabilities for local agentic tasks. That's why we believe Runnable ≠ Usable.
👉 Open Research
All our research, techniques, methods, experiments, and datasets will be open sourced. We believe useful AI should be built for the community, by the community.
🔷 Hardware Tier
Real Consumer HardwareA practical hardware scale outlining the minimum, recommended, and higher-end consumer systems suitable for running our models.
| Tier Size | Target Hardware | Purpose |
|---|---|---|
🥇 ~16GB
|
Higher-end consumer GPUs and unified-memory systems | Maximum Quality and Fast Prompt Processing at 256k Context |
🥈 ~12GB
|
Fairly High-end consumer GPUs (Our Recommended Tier) | High Quality and Fast Prompt Processing at 128k Context |
🥉 ~10GB
|
Budget mid-range consumer GPUs | High Quality and Moderate Prompt Processing at 96k Context |
🏅 ~8GB
|
Fairly budget-oriented consumer GPUs | Balanced Quality and Moderate Prompt Processing at 64k Context |
🏅 ~6GB
|
Extremely common low-end budget consumer GPUs | Balanced Quality and Prompt Processing at 64k Context |
🔶 A Little About Us
Sorazium Labs and its currently released models are independently developed and operated by
AceTheUnfazed.
A small disclaimer: I, AceTheUnfazed, am simply a local AI enthusiast who enjoys experimenting, learning, and building in this space. I'm not an expert, and Sorazium Labs is not a large company or research organization, but an independent lab built around curiosity, experimentation, and open research. Any suggestions, technical advice, feedback, contributions, or other forms of support are genuinely appreciated and go a long way. If you’re interested in contributing, collaborating, sharing ideas, or helping with research and development, feel free to reach out at
labs@sorazium.com. Thank you to everyone who supports Sorazium Labs and the Local AI Community!