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Recipes were over-commented (paper citations, history of removed sub-recipes, inference-time loop walkthroughs). Stripped down to a short header + a one-line note on the boundary-frame memory tail. Also removed the ``_tool3`` diversity-knobs comment block in ``examples/annotation/run_hf_job.py`` — it was a personal note about a since-merged experiment. Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>