"notes": "Solo subagent (low codex contention) wrote 1570-line draft with 3 [needs-verify] markers (Flow-OPD scope / rCM acronym / Rectified Diffusion brief mention)." "Updated ADD `L_distill` ...
"notes": "Multiple rounds of cross-model codex review run by writing agent; substantive issues caught and fixed each round (see issues caught list)." "Q4 off-by-resolution: '1024² + DS=8 = 8×8' wrong ...
Abstract: Generative artificial intelligence has become the focus of the intelligent education field, especially in the generation of personalized learning resources. Current learning resource ...