If you want an expensive model to reason on your files, you need to give them your files. If you think a cheap model is smart enough to filter information to g

If you want an expensive model to reason on your files, you need to give them your files. If you think a cheap model is smart enough to filter information to give to your expensive model, you can save some money. If you think your cheap model is smart enough to format your expensive output, you can save some money. In practice, this didn't work well until Qwen 3.8. Qwen 3.6 and (abliterated) Gemma 4 were almost there but still making mistakes.