Shared themes / contrast map
Source gap checklist
Follow-up question generator
Generated from weak sources, untested contrasts, and low-confidence chapter inputs.
GSD Learning Systems ยท Public-safe prototype
Combine adjacent chapter source material, surface shared themes and contrasts, then export a chapter-ready Markdown packet.
Generated from weak sources, untested contrasts, and low-confidence chapter inputs.