\newcommand{\nQAcorr}{+6}
\newcommand{\nQAmeas}{+22}
\newcommand{\nQAn}{28}
\newcommand{\nQArho}{0.24}
\newcommand{\nQBcorr}{+6}
\newcommand{\nQBmeas}{+20}
\newcommand{\nQBn}{39}
\newcommand{\nQBrho}{0.94}
\newcommand{\nQCcorr}{+10}
\newcommand{\nQCmeas}{+16}
\newcommand{\nQCn}{26}
\newcommand{\nQCrho}{0.72}
\newcommand{\nQDcorr}{+12}
\newcommand{\nQDmeas}{+20}
\newcommand{\nQDn}{42}
\newcommand{\nQDrho}{0.59}
\newcommand{\nSLoopA}{76}
\newcommand{\nSLoopB}{74}
\newcommand{\nSLoopC}{88}
\newcommand{\nSNohintA}{90}
\newcommand{\nSNohintB}{84}
\newcommand{\nSStrongA}{92}
\newcommand{\nSStrongB}{92}
\newcommand{\nSgainLoopA}{13.5}
\newcommand{\nSgainLoopB}{11.5}
\newcommand{\nSgainLoopC}{25.5}
\newcommand{\nSgainNohintA}{27.5}
\newcommand{\nSgainNohintB}{21.5}
\newcommand{\nSgainStrongA}{7.4}
\newcommand{\nSgainStrongB}{7.4}
\newcommand{\nSrerunLoopA}{72}
\newcommand{\nSrerunLoopB}{70}
\newcommand{\nSrerunStrongA}{89}
\newcommand{\naOneZeroCount}{4}
\newcommand{\nadasArcinfl}{2.3}
\newcommand{\nadasArcrho}{0.60}
\newcommand{\nadasDropinfl}{2.8}
\newcommand{\nadasDroprho}{0.89}
\newcommand{\nadasGpqabaseShift}{-2.7}
\newcommand{\nadasGpqabestBaseLoss}{-1.4}
\newcommand{\nadasGpqagainOverBestBase}{+0.9}
\newcommand{\nadasGpqainfl}{6.5}
\newcommand{\nadasGpqarho}{0.08}
\newcommand{\nadasMgsminfl}{1.3}
\newcommand{\nadasMgsmrho}{0.86}
\newcommand{\nadasMmlubaseShift}{+4.5}
\newcommand{\nadasMmlubestBaseLoss}{9.9}
\newcommand{\nadasMmlugainOverBestBase}{+5.6}
\newcommand{\nadasMmluinfl}{9.8}
\newcommand{\nadasMmlurho}{0.25}
\newcommand{\natkDgmEight}{73.4}
\newcommand{\natkDgmEightusd}{10.4}
\newcommand{\natkDgmOne}{65.6}
\newcommand{\natkDgmOneusd}{3.9}
\newcommand{\natkDgmSix}{72.9}
\newcommand{\natkDgmSixusd}{8.8}
\newcommand{\natkDgmThree}{71.2}
\newcommand{\natkDgmThreeusd}{6.1}
\newcommand{\natkDgmTwelve}{73.9}
\newcommand{\natkDgmTwelveusd}{13.6}
\newcommand{\natkDgmTwo}{69.7}
\newcommand{\natkDgmTwousd}{5.1}
\newcommand{\natkDgmkmax}{12}
\newcommand{\natkStrongEight}{89.3}
\newcommand{\natkStrongEightusd}{22.6}
\newcommand{\natkStrongOne}{86.0}
\newcommand{\natkStrongOneusd}{8.8}
\newcommand{\natkStrongSix}{88.7}
\newcommand{\natkStrongSixusd}{19.3}
\newcommand{\natkStrongThree}{87.7}
\newcommand{\natkStrongThreeusd}{13.5}
\newcommand{\natkStrongTwo}{87.2}
\newcommand{\natkStrongTwousd}{11.3}
\newcommand{\natkStrongkmax}{8}
\newcommand{\nbgenLoopA}{3}
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\newcommand{\nbgenLoopC}{25}
\newcommand{\nbgenNohintA}{40}
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\newcommand{\nbgenStrongA}{11}
\newcommand{\nbgenStrongB}{29}
\newcommand{\ncapFone}{85.6}
\newcommand{\ncapGain}{+20.0}
\newcommand{\ncapGainhi}{+26.2}
\newcommand{\ncapGainlo}{+14.1}
\newcommand{\ncapUsd}{7.0}
\newcommand{\nconLfiveMinusLfour}{+4.3}
\newcommand{\nconLfourMinusLtwo}{+6.9}
\newcommand{\nconLone}{+2.3}
\newcommand{\nconLtwoMinusLone}{+1.1}
\newcommand{\ncostRatioRange}{2 to 13}
\newcommand{\nctwoEmptyFail}{0}
\newcommand{\nctwoEmptyOK}{14}
\newcommand{\nctwoStochFail}{9}
\newcommand{\nctwoStochOK}{0}
\newcommand{\nctwoTaskOK}{1}
\newcommand{\nfoneLoopA}{75.0}
\newcommand{\nfoneLoopB}{76.7}
\newcommand{\nfoneLoopC}{88.8}
\newcommand{\nfoneNohintA}{87.1}
\newcommand{\nfoneNohintB}{87.9}
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\newcommand{\ngainLoopA}{9.4}
\newcommand{\ngainLoopAhi}{+14.2}
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\newcommand{\ngainLoopC}{23.2}
\newcommand{\ngainLoopChi}{+30.2}
\newcommand{\ngainLoopClo}{+16.8}
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\newcommand{\ngainNohintAhi}{+28.8}
\newcommand{\ngainNohintAlo}{+14.3}
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\newcommand{\ngainNohintBhi}{+29.7}
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\newcommand{\ngainStrongA}{1.8}
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\newcommand{\ngainallLoopA}{7.0}
\newcommand{\ngainallLoopAhi}{+10.3}
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\newcommand{\ngainallLoopB}{9.2}
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\newcommand{\ngainallLoopBlo}{+5.6}
\newcommand{\ngainallStrongA}{2.4}
\newcommand{\ngainallStrongAhi}{+4.7}
\newcommand{\ngainallStrongAlo}{+0.0}
\newcommand{\ngenLoopA}{40}
\newcommand{\ngenLoopB}{40}
\newcommand{\ngenLoopC}{40}
\newcommand{\ngenNohintA}{40}
\newcommand{\ngenNohintB}{40}
\newcommand{\ngenStrongA}{40}
\newcommand{\ngenStrongB}{40}
\newcommand{\nhFiveDiff}{Haiku 4.5 -7.7 [-18.7, +2.7]; Sonnet 4.6 -11.1 [-20.3, -1.7]}
\newcommand{\nhFourCI}{+2.4 [90\% CI +0.5, +4.3]}
\newcommand{\nhTwoInfl}{6.5 [-1.5, +15.4]; 2.3 [-5.2, +10.8]; 2.3 [-10.1, +15.3]}
\newcommand{\nladCone}{+2.3}
\newcommand{\nladConeatt}{24}
\newcommand{\nladConebest}{+3.4}
\newcommand{\nladConebestS}{68}
\newcommand{\nladConefail}{2}
\newcommand{\nladConehi}{+4.2}
\newcommand{\nladConeitt}{+2.1}
\newcommand{\nladConelo}{+0.4}
\newcommand{\nladConen}{22}
\newcommand{\nladCthree}{+1.6}
\newcommand{\nladCthreeatt}{24}
\newcommand{\nladCthreebest}{+0.8}
\newcommand{\nladCthreebestS}{68}
\newcommand{\nladCthreefail}{0}
\newcommand{\nladCthreehi}{+4.1}
\newcommand{\nladCthreeitt}{+1.6}
\newcommand{\nladCthreelo}{-0.7}
\newcommand{\nladCthreen}{24}
\newcommand{\nladCtwo}{+6.3}
\newcommand{\nladCtwoatt}{24}
\newcommand{\nladCtwobest}{+10.3}
\newcommand{\nladCtwobestS}{72}
\newcommand{\nladCtwofail}{9}
\newcommand{\nladCtwohi}{+9.5}
\newcommand{\nladCtwoitt}{+3.9}
\newcommand{\nladCtwolo}{+3.4}
\newcommand{\nladCtwon}{15}
\newcommand{\nladDone}{+2.9}
\newcommand{\nladDoneatt}{10}
\newcommand{\nladDonebest}{+4.2}
\newcommand{\nladDonebestS}{68}
\newcommand{\nladDonefail}{8}
\newcommand{\nladDonehi}{+6.6}
\newcommand{\nladDoneitt}{+0.6}
\newcommand{\nladDonelo}{-1.1}
\newcommand{\nladDonen}{2}
\newcommand{\nladDtwo}{+5.7}
\newcommand{\nladDtwoatt}{10}
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\newcommand{\nladDtwobestS}{68}
\newcommand{\nladDtwofail}{6}
\newcommand{\nladDtwohi}{+9.8}
\newcommand{\nladDtwoitt}{+2.3}
\newcommand{\nladDtwolo}{+1.9}
\newcommand{\nladDtwon}{4}
\newcommand{\nladSCone}{+1.2}
\newcommand{\nladSConeatt}{16}
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\newcommand{\nladSConebestS}{88}
\newcommand{\nladSConefail}{0}
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\newcommand{\nladSConeitt}{+1.2}
\newcommand{\nladSConelo}{-1.0}
\newcommand{\nladSConen}{16}
\newcommand{\nladSCtwo}{-4.1}
\newcommand{\nladSCtwoatt}{16}
\newcommand{\nladSCtwobest}{+1.0}
\newcommand{\nladSCtwobestS}{86}
\newcommand{\nladSCtwofail}{0}
\newcommand{\nladSCtwohi}{+0.1}
\newcommand{\nladSCtwoitt}{-4.1}
\newcommand{\nladSCtwolo}{-9.5}
\newcommand{\nladSCtwon}{16}
\newcommand{\nlinCempty}{4}
\newcommand{\nlinCn}{6}
\newcommand{\nnohintPairText}{+21.5 and +22.3 points}
\newcommand{\norcDgmEight}{74.1}
\newcommand{\norcDgmOne}{65.6}
\newcommand{\norcDgmSix}{73.5}
\newcommand{\norcDgmThree}{71.6}
\newcommand{\norcDgmTwelve}{75.0}
\newcommand{\norcDgmTwo}{70.1}
\newcommand{\norcStrongEight}{90.5}
\newcommand{\norcStrongOne}{86.0}
\newcommand{\norcStrongSix}{89.8}
\newcommand{\norcStrongThree}{88.5}
\newcommand{\norcStrongTwo}{87.7}
\newcommand{\npilotInF}{19}
\newcommand{\nplaceboBestA}{68}
\newcommand{\nplaceboBestB}{70}
\newcommand{\nplaceboBestC}{68}
\newcommand{\nplaceboGainRange}{5.5 to 7.5}
\newcommand{\nplaceboNA}{81}
\newcommand{\nplaceboNB}{81}
\newcommand{\nplaceboNC}{81}
\newcommand{\nplaceboNtext}{81 copies each}
\newcommand{\nplaceboPredA}{69.3}
\newcommand{\nplaceboPredB}{69.3}
\newcommand{\nplaceboPredC}{69.3}
\newcommand{\nplaceboPredText}{69.3\% for each loop}
\newcommand{\nquirkStrongCorrText}{+6 points each}
\newcommand{\nquirkStrongMeasText}{+22 and +20 points}
\newcommand{\nretroPolyHeld}{14}
\newcommand{\nretroPolySel}{24}
\newcommand{\nretroSweOther}{50.4}
\newcommand{\nretroSweSel}{50.0}
\newcommand{\nseedDgmFall}{65.8}
\newcommand{\nseedDgmFone}{65.6}
\newcommand{\nseedDgmSmax}{70}
\newcommand{\nseedDgmSmean}{62.5}
\newcommand{\nseedDgmSn}{254}
\newcommand{\nseedDgmSsd}{2.8}
\newcommand{\nseedEmptyOfFail}{80}
\newcommand{\nseedEmptyShare}{28}
\newcommand{\nseedStrongFall}{86.0}
\newcommand{\nseedStrongFone}{86.1}
\newcommand{\nseedStrongSmax}{90}
\newcommand{\nseedStrongSmean}{84.6}
\newcommand{\nseedStrongSn}{85}
\newcommand{\nseedStrongSsd}{2.4}
\newcommand{\nstrongMinusDgmAll}{20.2}
\newcommand{\nstrongMinusDgmNP}{18.9}
\newcommand{\nstrongPlaceboBest}{90}
\newcommand{\nstrongPlaceboGen}{40}
\newcommand{\nstrongPlaceboN}{81}
\newcommand{\nstrongPlaceboPred}{90.4}
\newcommand{\nswapLinesText}{broken edits changed 247--448 lines, working ones 70--253}
\newcommand{\nswapText}{The seed agent returned no edit for 5 of the 12 diagnoses, and 7 working agents remained (mean selection score 66.0\%; mean fresh gain +4.6 points over 7 with fresh results). Loop 3's best agent returned an edit for every diagnosis; 5 of its edits left an agent that wrote no solution, and 7 working agents remained (mean selection score 66.9\%; mean fresh gain +6.0 points over 7 with fresh results).}
\newcommand{\ntrGemcapSeed}{0}
\newcommand{\ntrGemcapThree}{0}
\newcommand{\ntrGemone}{+32.8}
\newcommand{\ntrGemonehi}{+41.4}
\newcommand{\ntrGemonelo}{+24.1}
\newcommand{\ntrGemseed}{12.1}
\newcommand{\ntrGemstrong}{30.2}
\newcommand{\ntrGemthree}{+38.8}
\newcommand{\ntrGemthreehi}{+47.4}
\newcommand{\ntrGemthreelo}{+30.2}
\newcommand{\ntrHfourcapSeed}{0}
\newcommand{\ntrHfourcapThree}{77}
\newcommand{\ntrHfourone}{+1.7}
\newcommand{\ntrHfouronehi}{+8.6}
\newcommand{\ntrHfouronelo}{-5.2}
\newcommand{\ntrHfourseed}{25.0}
\newcommand{\ntrHfourstrong}{47.4}
\newcommand{\ntrHfourthree}{+15.5}
\newcommand{\ntrHfourthreehi}{+22.4}
\newcommand{\ntrHfourthreelo}{+7.8}
\newcommand{\ntrOsscapSeed}{0}
\newcommand{\ntrOsscapThree}{0}
\newcommand{\ntrOssone}{-5.2}
\newcommand{\ntrOssonehi}{+3.4}
\newcommand{\ntrOssonelo}{-13.8}
\newcommand{\ntrOssseed}{40.5}
\newcommand{\ntrOssstrong}{25.9}
\newcommand{\ntrOssthree}{+22.4}
\newcommand{\ntrOssthreehi}{+31.9}
\newcommand{\ntrOssthreelo}{+12.9}
\newcommand{\ntrSfivecapSeed}{0}
\newcommand{\ntrSfivecapThree}{1}
\newcommand{\ntrSfiveone}{+2.6}
\newcommand{\ntrSfiveonehi}{+6.0}
\newcommand{\ntrSfiveonelo}{+0.0}
\newcommand{\ntrSfiveseed}{87.9}
\newcommand{\ntrSfivestrong}{90.5}
\newcommand{\ntrSfivethree}{+3.4}
\newcommand{\ntrSfivethreehi}{+6.9}
\newcommand{\ntrSfivethreelo}{+0.9}
\newcommand{\ntrSfourcapSeed}{9}
\newcommand{\ntrSfourcapThree}{52}
\newcommand{\ntrSfourone}{+6.0}
\newcommand{\ntrSfouronehi}{+13.8}
\newcommand{\ntrSfouronelo}{-2.6}
\newcommand{\ntrSfourseed}{58.6}
\newcommand{\ntrSfourstrong}{76.7}
\newcommand{\ntrSfourthree}{+12.1}
\newcommand{\ntrSfourthreehi}{+19.8}
\newcommand{\ntrSfourthreelo}{+5.2}
\newcommand{\nusdLoopA}{11.7}
\newcommand{\nusdLoopB}{11.3}
\newcommand{\nusdLoopC}{18.7}
\newcommand{\nusdNohintA}{17.2}
\newcommand{\nusdNohintB}{19.1}
\newcommand{\nusdStrongA}{12.1}
\newcommand{\nusdStrongB}{15.4}
\newcommand{\nverdictFive}{not established}
\newcommand{\nverdictFour}{not established}
\newcommand{\nverdictOne}{supported}
\newcommand{\nverdictThree}{not supported}
\newcommand{\nverdictTwo}{not supported}
\newcommand{\nvskLoopA}{+1.3}
\newcommand{\nvskLoopAhi}{+5.8}
\newcommand{\nvskLoopAk}{10}
\newcommand{\nvskLoopAlo}{-2.7}
\newcommand{\nvskLoopB}{+3.1}
\newcommand{\nvskLoopBhi}{+6.3}
\newcommand{\nvskLoopBk}{10}
\newcommand{\nvskLoopBlo}{+0.5}
\newcommand{\nvskLoopC}{+14.9}
\newcommand{\nvskLoopChi}{+21.6}
\newcommand{\nvskLoopCk}{12}
\newcommand{\nvskLoopClo}{+8.8}
\newcommand{\nvskNohintA}{+13.1}
\newcommand{\nvskNohintAhi}{+20.0}
\newcommand{\nvskNohintAk}{12}
\newcommand{\nvskNohintAlo}{+6.4}
\newcommand{\nvskNohintB}{+14.0}
\newcommand{\nvskNohintBhi}{+20.8}
\newcommand{\nvskNohintBk}{12}
\newcommand{\nvskNohintBlo}{+7.5}
\newcommand{\nvskStrongA}{+0.2}
\newcommand{\nvskStrongAhi}{+2.4}
\newcommand{\nvskStrongAk}{3}
\newcommand{\nvskStrongAlo}{-2.2}
\newcommand{\nvskStrongB}{-0.2}
\newcommand{\nvskStrongBhi}{+1.5}
\newcommand{\nvskStrongBk}{4}
\newcommand{\nvskStrongBlo}{-2.2}