qwen_cleanup_strategist

To plan a safe cleanup batch, you can group Gemma's noise-labeled files by category and apply WSP 83/64 safety checks to generate a structured plan with batching up to 50 files.

WSP 83/64 safety checks are validation rules applied during cleanup planning to ensure no critical data is touched, automatically flagging any rule violations for 0102 review.

You can triage Gemma noise labels by analyzing high-confidence files and grouping them by category, which enables targeted cleanup while applying WSP safety rules to protect data.

Batching is limited to up to 50 files per batch to ensure safe, structured cleanup operations, meaning larger sets of noise-labeled files are divided into multiple structured batches.

An MPS score is a metric included in the generated cleanup plan that helps evaluate and prioritize the noise-labeled files selected for safe removal.

You generate a cleanup plan by running the strategist on the data/gemma_noise_labels.jsonl file, which outputs a structured data/cleanup_plan.json file along with an execution_id.