Deploy Open Models on GPUs

Choose a GPU setup and a capability to find the best open models that fit, and deploy one as an API.

Knowledge · 4× NVIDIA RTX 5090

Ranked by benchmark scores for World knowledge and multi-domain understanding

#	Model	Params	Precision	Max context	Score (0–10)
1	Qwen-AgentWorld-35B-A3B 2026.06	34.7B	FP16	256K	7.60
2	TaskMem 2026.06	31.1B	FP16	256K	7.30
3	Gemma 4 31B 2026.03	31B	FP16	256K	6.96
4	UI-Mate-27B 2026.08	27.4B	FP16	256K	6.10
5	GLM-4.7-Flash 2026.01	31B	FP16	198K	5.81

Deployment verified on HyperAI

Scores aggregate public benchmarks for the selected capability.
Fits usable VRAM with weights plus KV cache at 64K+ context, at the best precision.