"notes": "Three rounds of cross-model codex math/code review were completed by the writing agent (subagent context). Each round caught and fixed substantive issues ...

"Rewrote §3.3 + Q21 debate convergence: replaced Banach contraction story with proper consensus dynamics framework (Perron-Frobenius for linear averaging, fixed-point set for non-linear softmax case, ...

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