Testing of My 24GB Mac mini use cases after 2026-07-30 Bought a M4 Mac mini. Wanted to determine what Private local AI model use cases I can rely on with it, vs where the machine breaks

Worked on:

  1. 2026-08-01 155438 Setting up Mac mini
  2. AI topic tagging agent
  3. Review of qwen 3 14b vs Claude Sonnet 5 writing a blog about the BVI trip
  4. Review of qwen 3 14b vs Claude Sonnet 5 transcript summary

Takeaways:

  • Part of what you pay for with the Mac mini is the overhead from running and storing macOS and other baseline stuff. Logged stats in My 24GB Mac mini
  • Realized that the context size has a big impact on the results of my tests. qwen default was set too low
  • Once I increased the context window, it was able to better handle the use cases. But the model’s generation ability was still not acceptable enough
  • With more time I would test other local models outside of qwen but I can also do that with Rent GPUs instead of owning hardware

Result: Better to experiment with Automating sending data to AI models without owned hardware first so I can flex my hardware and model size up or down depending on the use cases. Best to 2026-08-12 return Mac mini and I can Determine need for Mac mini in the future. Will also Set up desktop as always-on machine to run frontier workflows