Causally grounded repair of glouriousgautam/lilm1-posttraining-sft-v2@64920e55813cd230edbb6ae8ad32770b68913d4a. Every non-boolean argument in an assistant tool call appears in preceding user or tool context. Intentional Lilm-1 identity variation is unchanged.
