Tinkerer Β· Self-hoster Β· Local-AI enthusiast
I run a small AI lab on the desk next to me, quantize open models in my spare time, and print the parts I need on a 3D printer I can't stop upgrading. Based in Bangkok, Thailand πΉπ
- Running LLMs locally β I operate a 2Γ DGX Spark build running DeepSeek V4 Flash (TP2), and I care about squeezing maximum tokens/sec per watt.
- Quantization & model packaging β I take open weights and repackage them into GPTQ / FP8 / NVFP4 formats that actually run well on consumer & edge hardware.
- Self-hosting & infrastructure β Docker, Nginx, Go services, and glue code that makes small clusters behave.
- 3D printing β Bambu Lab A1, PETG preferred, currently printing parts for my own hardware projects.
- Building small, boring, reliable tools β CLIs and utilities that do one thing well (and I use daily).
I publish quantized models to Hugging Face β collectively ~300k downloads and counting.
| Model | Format | Downloads | Likes |
|---|---|---|---|
| Qwen3.6-35B-A3B-GPTQ-Int4 | GPTQ-Int4 | 282,964 | 29 |
| Qwen3.6-27B-GPTQ-Int4 | GPTQ-Int4 | 13,580 | 1 |
| Ornith-1.0-35B-NVFP4A16 | NVFP4-A16 | 1,773 | 2 |
| Nex-N2-mini-NVFP4A16 | NVFP4-A16 | 290 | 0 |
| gemma-4-12B-it-FP8 | FP8 | 55 | 1 |
π Full list: huggingface.co/palmfuture
- vllm-default-thinking-budget β
2 β Injects a default
thinking_token_budgetandpresence_penaltyinto vLLM, fixing the gap where models lose reasoning behavior by default. Shell. - More experiments, notes, and one-off utilities land here when they're worth keeping.
Home lab: powered by β€οΈ and a fully-loaded PSU
π« Reach me: GitHub Β· Hugging Face




