Best Reasoning Models for Mac Mini

The Mac Mini is a quietly excellent reasoning box. The 11GB AI budget on the 16GB default caps you at 7B-9B distills. Desktop cooling means their minutes-long thinking phases never throttle. That is an advantage the same-budget Air cannot offer. The M4's 120 GB/s path keeps each thinking token flowing at a steady pace.

Chain-of-thought is a marathon, not a sprint. A single hard question can mean five minutes of continuous generation, and the Mini holds its token rate from the first minute to the last. That suits batch work: queue problems over the Ollama API, let it grind, collect answers later. A 9B distill answers structured questions in well under a minute.

Chain-of-thought is a marathon, not a sprint: a single hard question can mean five minutes of continuous generation. The Mini holds its token rate from the first minute to the last, so problem ten solves as fast as problem one, a consistency no fanless machine matches at this price.

It also suits the fire-and-forget pattern reasoning invites: queue a batch of problems over the Ollama API, let the Mini grind through them, collect answers later. For interactive use, a 9B distill answers structured questions in well under a minute.