In the future, please ask the local model to handle these token-consuming tasks.

Especially for something like autoresearch—only through multiple-iteration loops can it produce results.
1. As long as you have a spec and a clear goal
2. A complete structural framework + backtesting
Then you can use qwen 3.5 locally, running it 24/7 endlessly to churn out a strategy that satisfies me—feel what “capitalist exploitation” really means.