AIWF Atlas Reader protocol skill for Atlas Reader LoRA repo work, AIWF Atlas source docs, training records, evaluation plans, installer or training scripts, source/citation checks, no-wins status preservation, and measured-result verification. Use when working on Atlas Reader, Atlas LoRA adapter, Atlas protocol behavior, context-pack construction, Qwen LoRA failures, or comparing chat attachment behavior against agent protocol or LoRA-trained behavior.