Qwen3.5 4B Instruct
Qwen / 4B / Q4_K_M / ~3.5 GB
Best for: Coding, Agents, Multimodal·Pop: 88/100
Perf: ~129.9 tok/s · first token ~0.5s
Best for coding, agents, multimodal. Strong fit for 16 GB RAM with balanced speed and quality.
A Mac Mini M4 is the budget writing-room computer: a dedicated, always-ready drafting machine running 9B-class models with the desktop steadiness long writing sessions want, at the lowest price of any Mac.
Qwen / 4B / Q4_K_M / ~3.5 GB
Best for: Coding, Agents, Multimodal·Pop: 88/100
Perf: ~129.9 tok/s · first token ~0.5s
Best for coding, agents, multimodal. Strong fit for 16 GB RAM with balanced speed and quality.
Qwen / 9B / Q4_K_M / ~7 GB
Best for: Quality, Coding, Reasoning·Pop: 86/100
Perf: ~62.6 tok/s · first token ~0.6s
Best for quality, coding, reasoning. Strong fit for 16 GB RAM with balanced speed and quality.
Qwen / 8B / Q4_K_M / ~6.5 GB
Best for: Chat, Coding·Pop: 88/100
Perf: ~69.6 tok/s · first token ~0.6s
Best for chat, coding. Strong fit for 16 GB RAM with balanced speed and quality.
LFM2 / 8.3B / Q4_K_M / ~5.5 GB
Best for: On-device agents, tool calling, multilingual chat·Pop: 72/100
Perf: ~67.3 tok/s · first token ~0.6s
Best for on-device agents, tool calling, multilingual chat. Strong fit for 16 GB RAM with balanced speed and quality.
Gemma / 4.5B / Q4_K_M / ~4 GB
Best for: On-device, Mobile, Chat·Pop: 82/100
Perf: ~116.8 tok/s · first token ~0.5s
Best for on-device, mobile, chat. Strong fit for 16 GB RAM with balanced speed and quality.
Llama / 8B / Q4_K_M / ~6.5 GB
Best for: Chat, Coding·Pop: 78/100
Perf: ~69.6 tok/s · first token ~0.6s
Best for chat, coding. Strong fit for 16 GB RAM with balanced speed and quality.
Gemma / 4B / Q4_K_M / ~3.5 GB
Best for: Chat, Coding·Pop: 81/100
Perf: ~129.9 tok/s · first token ~0.5s
Best for chat, coding. Strong fit for 16 GB RAM with balanced speed and quality.
Qwen / 7B / Q4_K_M / ~5.5 GB
Best for: Coding·Pop: 72/100
Perf: ~78.5 tok/s · first token ~0.6s
Best for coding. Strong fit for 16 GB RAM with balanced speed and quality.
Friction. A Mini on your desk with a local model and a writing frontend (LM Studio, Open WebUI, or SillyTavern for character work) boots into the same session every morning, no cloud login, no usage meter, no temptation tabs. Long brainstorming sessions run at constant speed where a fanless laptop would slowly wilt.
The 16GB config drafts at 9B quality; if fiction is the main job, the M4 Pro 32GB option brings the 14B tier for less than any laptop that matches it.
Use the ModelFit wizard to test different RAM and chip configurations for your exact Mac Mini setup.
Open ModelFit Wizard