Extract reusable patterns from tasks and failures to write transferable growth logs instead of diary entries.

Guide LLM fine-tuning, PEFT adapter selection, dataset validation, and model optimization workflows.

Extract and persist user preferences, communication styles, and behavioral rules across sessions.