• subagent — A separate agent spawned by another to do one scoped piece of work in its own context, returning only the result.
• LoRA — A cheap way to fine-tune a model by training a small add-on layer instead of changing all of the model's weights.

Every sub-agent's intermediate reasoning is user-visible, so localization can't be a string table. A shared rubric framework plus per-language LoRA adapters gets native-quality output from small models without a serving-cost multiplier.

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