book-swarm-panellisted

# Book Swarm Panel Book Swarm Panel runs a clean-room, book-specific swarm simulation inspired by MiroFish architecture. It creates many fictional readers, lets cohorts react to manuscript/package inputs, interviews selected agents, and writes durable evaluation artifacts. It does not certify cultural approval, publication readiness, or bestseller odds. Simulated readers are diagnostic proxies. ## When To Use Use this skill for: - simulated reader panels larger than normal beta reads - niche/sensitivity-risk scouting before human consultants - public-opinion tests for a manuscript, premise, cover copy, query, launch angle, or controversy - BookTok/Goodreads/Reddit/Twitter-style reaction forecasts - testing whether the book is being framed wrong - generating heatmaps and revision tickets for `book-editor` - re-running a post-revision panel with comparable calibration Do not use this as a replacement for paid sensitivity readers, legal review, factual consultants, or human beta readers. ## Output Location Always write durable files. Default run folder: ```text <project>/evaluations/book-swarm/<YYYY-MM-DD>-<run-slug>/ persona-roster.json sample-map.md cohort-reports.md interviews.md public-opinion-report.md risk-heatmap.md revision-tickets.md score-calibration.md SUMMARY.md ``` If no project folder exists, create `evaluations/book-swarm/` near the provided manuscript. ## Core Rule Separate these claims: - **Simulated signal:** useful hypothesis fr