\section{Results} \label{sec:results} \input{tables/numbers} All numbers in this section are computed from the released per-attempt records by \texttt{src/wp30/analysis/analyze.py}; every table cell and plotted point resolves to run identifiers through \texttt{results/provenance.json}. Quality is accuracy for the synthetic and executable families and LongBench F1 for the public subsets; intervals are 95\,\% document-level cluster-bootstrap intervals; test statistics follow the registered plan (Section~\ref{sec:protocol}). Scheduled core trials: \nCoreTrials. \input{sections/results_frontier} \input{sections/results_transfer} \input{sections/results_handoffs} \input{sections/results_fanin} \input{sections/results_network} \input{sections/results_hosted}