Mia’s Favorite
Needs 2–4 Sparks
GLM 5.3 Flash
vLLM · EXL3 4-bit
36.1 tok/s
Decode speed, one stream
- Peak
- 75 tok/s ×4 streams
- Prefill
- 1,428 tok/s 32k prompt
- Context
- Up to 1M
642 stars117 forks32 contributors
Last updated
I run open-weight and frontier models side by side — same prompt, one shot each — and publish every raw output. See what they build, and where they break.
About
I'm a developer who got hooked on running AI locally. Most days I'm deploying and optimizing local AI models to run the BEST way possible for NVIDIA DGX Sparks and other devices I have in my lab.
From GLM, DeepSeek, Qwen, and others, I deploy them all, and make them work at their best state possible on the available hardware.
I'm also comparing and benchmarking all closed frontier AI models, including Claude, GPT, Grok and others, to see how they compare to the best local has to offer.
Models offered
Each recipe runs on my own Sparks, and the benchmarks, patches and launch scripts are all published on GitHub. Clone one and serve a frontier-class model on your own hardware.
Across 16 recipes and sparkDash
Mia’s Favorite
Needs 2–4 Sparks
vLLM · EXL3 4-bit
36.1 tok/s
Decode speed, one stream
642 stars117 forks32 contributors
Last updated
Needs 2–3 Sparks
vLLM · DSpark · vision
38.6 tok/s
Decode speed, one stream
1,427 stars192 forks25 contributors
Last updated
Needs a 16–32 GB NVIDIA GPU
ExLlamaV3 · EXL3 · Windows & Linux
16 GB VRAM
What it's built around; picks the best quant for 12–32 GB
526 stars50 forks2 contributors
Last updated
Plus 13 more recipes for DGX Sparks and NVIDIA GPUs, and sparkDash, the dashboard I benchmark with.
Services
I'll install and tune local AI on your NVIDIA DGX Sparks, the same way I run my own lab — from a single machine to a four-node cluster.

Pick the setup that matches your hardware. Every install is done personally by me.
Booked and paid securely through Whop
Support & contact
Everything here is independent. Donations pay for GPU time, API credits and the coffee behind late-night runs.
or donate with crypto
Donate with crypto through NOWPayments. Pick an amount and a coin — you'll finish the payment on their secure checkout.
A question, a model you want tested, a collab idea? I read every message.
or find me on