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Each child spec is lightweight (~100 lines): references the umbrella, gives video details, specifies the 7 deliverables (transcript.json, frames/, ocr.md, report.md 1000-10000 LOC, summary.md), and the 5-phase pipeline. Children in execution order: 1. cs229_building_llms (Stanford CS229, Cluster E) 2. probability_logic (Cluster A) 3. entropy_epiplexity (Cluster A) 4. score_dynamics_giorgini (Cluster A) 5. platonic_intelligence_kumar (Cluster B) 6. free_lunches_levin (Cluster B) 7. generic_systems_fields (Cluster C) 8. brain_counterintuitive (Cluster C) 9. neural_dynamics_miller (Cluster C) 10. multiscale_hoffman (Cluster C) 11. cs336_architectures (Stanford CS336, Cluster E) 12. creikey_dl_cv (Cluster D) Plus 1 synthesis track (video_analysis_synthesis_20260621) blocked_by all 12 children.