Place in the project
Exploratory LoRA checkpoint analysis plus independent declaration/onset definitions and a prospective feedback test.
Evidence for this history
This entry preserves the project context recovered from prior conversation history. Where a source implementation was also recovered, its separate revision-specific record is linked below. This historical description does not establish present runtime behavior.