From 700e6edc2e03e086b79b14098da5e3c6f884df65 Mon Sep 17 00:00:00 2001 From: "russell@unturf.com" Date: Wed, 15 Apr 2026 14:42:06 -0400 Subject: [PATCH] Section 14: The Defect in the Model MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit This paper is evidence that language models propagate MOAD-0001 by default. The agent had full MOAD context and still wrote linear scans in fresh code on April 13-14. The defect was only fixed after explicit audit on April 15. The commit history proves it. The fix is not to patch individual outputs. The fix is to teach models that O(1) is the default for membership tests. That set() is not an optimization — it is the baseline. That list.contains inside a loop is a defect, not a pattern. References: "Stress on Our Shared Heart" (russell@unturf, April 2026) https://undefect.com/public/stress-on-our-shared-heart/ --- whitepaper/uncommonlisp-whitepaper.pdf | 810 +++++++++++++++++-------- whitepaper/uncommonlisp-whitepaper.rst | 50 ++ 2 files changed, 608 insertions(+), 252 deletions(-) diff --git a/whitepaper/uncommonlisp-whitepaper.pdf b/whitepaper/uncommonlisp-whitepaper.pdf index ddfcb5f..445ea04 100644 --- a/whitepaper/uncommonlisp-whitepaper.pdf +++ b/whitepaper/uncommonlisp-whitepaper.pdf @@ -54,7 +54,7 @@ endobj endobj 10 0 obj << -/Annots [ 7 0 R 8 0 R ] /Contents 73 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 72 0 R /Resources << +/Annots [ 7 0 R 8 0 R ] /Contents 80 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 79 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject << /FormXob.d3ecd28ca03f587d6940049748681018 3 0 R >> @@ -66,7 +66,7 @@ endobj endobj 11 0 obj << -/Contents 74 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 72 0 R /Resources << +/Contents 81 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 79 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << @@ -76,7 +76,7 @@ endobj endobj 12 0 obj << -/Contents 75 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 72 0 R /Resources << +/Contents 82 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 79 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << @@ -86,7 +86,7 @@ endobj endobj 13 0 obj << -/Contents 76 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 72 0 R /Resources << +/Contents 83 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 79 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << @@ -101,7 +101,7 @@ endobj endobj 15 0 obj << -/Contents 77 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 72 0 R /Resources << +/Contents 84 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 79 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << @@ -111,7 +111,7 @@ endobj endobj 16 0 obj << -/Contents 78 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 72 0 R /Resources << +/Contents 85 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 79 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << @@ -121,7 +121,7 @@ endobj endobj 17 0 obj << -/Contents 79 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 72 0 R /Resources << +/Contents 86 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 79 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << @@ -131,7 +131,7 @@ endobj endobj 18 0 obj << -/Contents 80 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 72 0 R /Resources << +/Contents 87 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 79 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << @@ -141,7 +141,7 @@ endobj endobj 19 0 obj << -/Contents 81 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 72 0 R /Resources << +/Contents 88 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 79 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << @@ -158,7 +158,7 @@ endobj endobj 21 0 obj << -/Annots [ 20 0 R ] /Contents 82 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 72 0 R /Resources << +/Annots [ 20 0 R ] /Contents 89 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 79 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << @@ -168,7 +168,7 @@ endobj endobj 22 0 obj << -/Contents 83 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 72 0 R /Resources << +/Contents 90 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 79 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << @@ -185,7 +185,21 @@ endobj endobj 24 0 obj << -/Annots [ 23 0 R ] /Contents 84 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 72 0 R /Resources << +/A << +/S /URI /Type /Action /URI (mailto:russell@unturf) +>> /Border [ 0 0 0 ] /Rect [ 134.8436 162.6236 202.0657 174.6236 ] /Subtype /Link /Type /Annot +>> +endobj +25 0 obj +<< +/A << +/S /URI /Type /Action /URI (https://undefect.com/public/stress-on-our-shared-heart/) +>> /Border [ 0 0 0 ] /Rect [ 247.8136 162.6236 385.3838 174.6236 ] /Subtype /Link /Type /Annot +>> +endobj +26 0 obj +<< +/Annots [ 23 0 R 24 0 R 25 0 R ] /Contents 91 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 79 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] >> /Rotate 0 /Trans << @@ -193,15 +207,39 @@ endobj >> /Type /Page >> endobj -25 0 obj +27 0 obj << -/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 523 /Length 58769 /SMask 26 0 R +/A << +/S /URI /Type /Action /URI (https://undefect.com/public/stress-on-our-shared-heart/) +>> /Border [ 0 0 0 ] /Rect [ 293.562 297.0236 417.502 309.0236 ] /Subtype /Link /Type /Annot +>> +endobj +28 0 obj +<< +/A << +/S /URI /Type /Action /URI (mailto:russell@unturf) +>> /Border [ 0 0 0 ] /Rect [ 423.062 297.0236 487.672 309.0236 ] /Subtype /Link /Type /Annot +>> +endobj +29 0 obj +<< +/Annots [ 27 0 R 28 0 R ] /Contents 92 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 79 0 R /Resources << +/Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] +>> /Rotate 0 + /Trans << + +>> /Type /Page +>> +endobj +30 0 obj +<< +/BitsPerComponent 8 /ColorSpace /DeviceRGB /Filter [ /ASCII85Decode /FlateDecode ] /Height 523 /Length 58769 /SMask 31 0 R /Subtype /Image /Type /XObject /Width 535 >> stream Gb"-6G?bhRd.iTHHKKV;S9*7;?q-4+'=2>sQuc%9W4VOEt5+"MMd4I@K6]a#T+0$[iX^XpGYnBb\U(!cg3:0pQ,3AlqHU,Y3N0mqXMIRQ%XgD\@B&qcqo4As7>F"n(kU"eZ)VJVG-7+Y@$VHXm=Q?>IJA$]Qs*\aH.Qjo&Os2nAfY8dcJQ4UN#2/jiWjh?+]f;J,Rok6O.7:kHSO;cCI%@h7@_M*Zc\(S@F%HH=1.=X&lK6@q4QZj"4PT!s8W-"*K"fo]c2Ck8,dXgot5)^juTga]Q&l@?W$4/A#5MP9NGQp?gVH]"6b3HhYF5&!h*%!s8XX?O3$ADr8:BCtZ,J[;/um2;gj1CtW&u>cqGK%Vh6)>M$YU'>Aqo)B0V7*Zc@:']eH?GPUgk'.6P"H[C*aGdtAtDr/-Pe##k/?T0pQSND%AH$LDjEoc#dF7<'%qtiU+q@m7pM2;6b*ood`=2hs%q>C'[c'pY)cCC:M:EE/)q:a8i5m-nfi,c5HP8b@cnEnu>[r:0\\T>g?drX6MBhhDu>(!X[$Pmi+FRKQ.?5JFi'VX)6V"eZ;o;q]N7pRPejbdMdLrQL4kX"!t[2rsie\ace)":7PFtFD8pI2(;J$CtlDc\om=(joirJdVWK%0qLLQZ=(M#e>ZBQ&#u^6ZT:'*$lqBNfs519p[5_6iPOE_GCtO#6#LuBmbNX/+$`+e84W_$q>3t+`=W"M5J^#'c[_Mf$IQnT+62A?U8+J.,9oQB6D19MDM-AcqXeJ5^"0Ao5CND#^4#l:CtLFCY$C>T#9_:cn)%?L0+877H2[U4JHH/VrV'YOK3ULLGON7qs8LBl:upq#8;,IiG4p4`"ac[qm-Da>"MP>98k0,RR\-sq6oB4Gd/mXnl9,?g]e:R>Zfb6P:O<-"0M?]T%\T-fXSU'hhj4i$Q!^-TL#JNSV@Oj12514))GmKRl>9%Jd!8X_LLaoSNCoT9G\M3OX!BildlYhS0gt!<2rnHB?m"uRECe*c'gMo+Bl?^%9U/^k>(3cSQ5?3ZY%I*m+Ck#l-lhC^KS5Dgk^cB!0%qt7bA!E:7\\4OUZaS*^+i![;/iD+)1<,aZFV.!!:KcM\i!KHPRD6a*tDirVLg6j<:M,YcrY.J90o!\[f8e9%:M!F%3PC(,)%N\?qNPDL`_@B@!0.))Dp!El!>2=0,L)KA!]_%18b>5d>([]!^3LWDf]iE,`%XbA33(J[r@3j2Q`oC"94`=05Y;WI%EtM2ZA^eZ)&?C_J6rVHgZP-*0r>(Z%ClDr/-p4aT(q\&(8%0j7]'7oujl].eLCQR$O%1NJ@K&e-s1M2TLYHJZN6I8u3USE6bI$QEm?FOfX_Dqk":n[rl6rmD7K9n5u%NIHiU_Cq9.HB[WBpe)^q"Z(<]m@(aV+Sl^G5hDb9:+-NM#`b&S2kZ7I\bGi9mcNrOYmuY&G#5C[hg](m,#FfA]pB-CPeV=EH`H]#c[YWQQ)2Ys"+3fshU\l;n*f_K`NA`9[r,3K>Zmcbg9bQ-)&^OZ?\;^C1M=u]J"aQ&pV(_3Nih1VLBRi^^nj\jOr3.ZXB>#ZfsA+nA_SLV,_X,4W-\.%+A:JKXh$/m^4)7.d+HsDD-,!C5Kp?dYJ,L#k>Za97e-Vs@`'$)+')Dl-a]_U-\>N,Tb$t\>0H[#8Si>+"KR'!%;:J6t(!s]l1H8I`HS:--I'YM,m's]>jXOtFG%iKFCpncWWICm@Pg:MQI;R1t?"-ued.*Z(;?F"*5P$C\_MN8iD/m,?nm*n(Anmmg_oI1EshE?5Z`61ukI!I-?YHKVFkJF>`pmq6P)d:RNuW3#OP,95nih`JPDl7M3_u^V]Pm&.fE"Vb\DrY8Fu;_hj$^,UOjaG^,UH7AiqR*ZZ9':Q]*rA#E(mC:6YuL("qhNZEkp>^gHU&YN'.PNUk42M>[:VY6-5'NUYiY*CICPn9.hoRqtp8+V\DBJ]Y2!WUe%3KM&ed-=JOZ$*C<+\c(5EPDVb0.M\l5Sa6]dV/TUOLT(Jr#h=2%j%fU[Alia.],VH]Y%?=Y"W;6,-2IcJ.p'H0nH'E]9q+&kX&kA[?!%OnFj^Y)!ORA^m\s*\\o[%pG.At&J5V(IX[s&bCppf5%0qc2k=):4+jA%0)'DJar.o5ESeH[06u;=%-,1Z&$fIrCI?_`q"!OigpqJT?;I%K/^3;5IWG>ZmJd(]PJ";@h)^_mr9qE#Z=hKY;(?-(9q'#Qd0:k$\8\-\iPH:,)//4@Y3K&k?>XjYoA.$&,kngNSBdZeC[)B87('=3bKApqmbBhiZF2cr?b`c!=YO=<062Zk72PXC;@FEu"PL20p?\3ajtf?Pc3r`*QA^`VS9dY>R$$)X]i-\1jqhODr+18;t)fj-.nq\$bci=[`.RaYJnN633[StE_7)_(8ep(d"IuRH^[sH5(*-U*(C=cX&mWncVJE<`5KT=H@!HV,?Z(N,8(%(8oEFo5n`f^%*W"u4d9;0aG^$_InB>>N!.LZkPYP_VeFJPauq_6rd7$k3$_,^OsNcZCP@VmXG&m!E&I+8X]oOIe.Y0F%fp:cEokG8-C?5\-:2,oM.(Q8lb\>`*4&Re,0GVfV+Z%#gpqn4qLo:n:6mH!g#o\ScOO+YI&+rP0*a3QVVg=i?r]Bp*^"[DU-o;225jnj?m&r0_*A/q.>pC(i*PF%RlIC1!\(ijG*fZ>63QkFb@dXfmO%o7Uc$b9\[!m`Nf_Be5iW5\@B&qF]Lgq!_aDNao6&+^G&S82"Em2r57,')^[BN`WF;P2fHX&_WLoi%[n*]jjgD5NugHqH1Ro;9Z4uloCAjjl0R-3MgHl,OH:%#%`Ahpi#?>!jR`!U]4)snb$OZP6g9MC[l]+&M8Q^=&ECD$?In:1dRNZL>5q;R\l>Nfh"2'aP>EbsC45q^j>Vb^5=CI4]:GkE(u4onmZ'"q(/#po#4u0V>D7"$qrfFEGIMR5&3+.W7`uM;eGP4*9\ZXLnc@"K8Gq%Y3D(??$s=Wt6COZD;=8I/*3)If9*MD6(WT]Pugr%7\26_;!_6Ha0[[O^aRJCXf96Ea_/'M`/EB$FMeC=P4Zg;&625C^E$fmjWkZV*#smbEptH-Md8/1FdZ0UrjF'Js^_R-qUYR?oR6C,6"l+!=C"0=KC4h]o`GO>mW)s1mGX-Si;Nuj^PKpgWMh4<.UF^ST"Q_\"Ca2Q#OKn[>moB".3ad_5#GOO*lhC)6q"CpC*/>ZeB@nbYbH2d`P6@6R7eL9i8XA/W)?UV54c&@I`'M*P;03,$:V9AN^K&"/D=0E[3A5->lB$;)rG=(&rGAf'F%miu_J]Po'3Nr>/VG6)JF__#4O?uV.gUE5F7UNoZNK0#/%M"6^!i.9.(l0_.pO2i+JQLf[&YP1sc^l`AT";lr2F,?O1T.`-G4+/-Qlpd/p$:3oF660EE'4$no4PVERM#8GNhDLX)ho]:9UWboqA/8Q_hSS9W7LtWM#Er0I>Wi:#RC]d+hDsjk(sa![VXX&@)7FuFKmS>"Yg%c3]oP&eu`0Rp[;IpABBoV6iQoET8F@6k0BMZD;)@KnSkL-WNp*Y#,6I>7ZD`floBLjFE_s'$PtDu"U0HdDRKJscCR0Lf9dU#*gSG7Y7#fGc/7F9dY4tZ,^3VK0cP^qKXeNOPGpbJbREk&>8CcjKHeE=p[6kFkXl1I>NaF&+KE7eFR%@)OO"Z%2:YU#8p3cVk6CII(PBnDT"iQS"[j+&P!&!VMj)PjQ_b2mqj;$=$kBWLF'UWN`T\QrHS8)C;;:C;I[brp/_/#&B*6:(e0P&jW*14*I]G_.Lu_WD@dJ'L9mL";i_HoE;O>_0]0uD!\cXn"QSPiP4m^n/(j]YCk#IrVC6uD.^kNTi%RS,=ddL\8gQne#+9MGjsk?)n";'TVcbqLlL,(77Kbh[937qjXF_M(aN7jB%[/8-gI$`+c'pX&7&,nk99P7@N#=E0DVTL7q!k"RgqS?2:-FBk%I'hgf[qTSYTQUXe#,th3BMt6=`.Tik3e9q#A)2N=gBZfC=OMMZ\+q,j\tQ:3QK1\qtTrF*^*]%P&nRX_#Y>#!s]=k\T8#,46St%q$m=4')=eZI.lopYHP.=[l8][X]r88Fnf(35_4\$+)9+:T*Jh`OZpK_.M7Ip'k,MF^rqbq6IRF*aE-?CgHM"-c"(mb_A,RRUC5+AX^+@CX:S'\jcj@8bE_DraFX1a2Df8G73WnLpNV]JmkK_je!9sjDMR(E(30*Bp_3$Pj<-#D,hR'6UH_\[#ei"ttR7T0.C>*==f=bSZN&_4$i>9,>V`TN0Z+7jeKM)C/Jb)Du8+4(#j#rHQ0+aTdQ9[r:/91b$bB4aZ)#IGN`8Tt=[HI][E0.G1YSLPJ72*Zc@I7uf-+\hpUVd>72E\$Pkf1=1Rk2f:&9@-u[Up[$Q8UQ/(XJ3aR3/-sI^Oc_pq6(n)p4Eti4g9iV%rr)TKE]Y,LOWm4$:jKS;:'gjYW`H7EZ$:p;Ts+mIq1.#:VN`;J4@kdN7#;Q+:>K?5jOaiLb*FX&V:JL@;/=aaTe"$!^\u`e?bcR:pBLp.F.$<"OFp?ed\TTXkKX7%Kl;lH1O/Cs5H?Oe<"il$ZU"q51sXrX<-khV[;=PD[pJfLHaHhZqkE8U_D;`f0h=M/luT0@Z/cV;>7D;%qp.a#ise#,3,ZZYTbK_`J70:.J1^-Que(HEdiqXi:V#&+=Q$,mMMpl^2ZJR,m2cqDHb/Lqf)-BgD]m=hlj@T-:jUU*'U/%7?YdQ`Cps@_iAdo#+ET2Xpdln-n_o!Z%?P#nrK_P.I-3;Zril-h>-;BZXmD6o31#nrpLKFa7'T[1ga^)W5dNP#Fc'gMlo93--`r`5p3a%/Mp$Ao!b?ql)9s(/DWDf_Ta,fPjX/nQQ6:+dVfS'\LQ7cIsW`?+,C")WfbVEbPo^:NS6r;jk[a%`bTGI;lcC[&W<4jeC)8HhS!q/,1@r$NPJ^olOV#GcN=P6R0o\m]Q./8#k09AY4[%ci"&0lE0[Of)a(0DM?srq$77G$\g9P9_m64)Tfs51)hnK&H'e?Fl\H3tRVD]8FH@:0g@%<]i*2(f6tsNRXq+PCIeeEoj<(ZY"t&*Cc)2%I10QLW>f=BDh]*JqJ\!foI4>>3_<.O,q%tkn<")(^CBi'GR?$nV.JlOuEsZW\f,qJ#@J@A?:K0!B%\1?:r%B5!+rU:KCI4&;LNKhaWSDJbj9jk6A[866+=tT0L)?s'E2k%`H<(`5T]DqXb*VB:/=-`N0,5%N;f9X="MAk,P4R\S7QP[gSqAHNNu-!;('R^rV&"d?/90_e_Q?;6UF]Qs*N:4EZ\%'0]$Jp_ups8Mn6Khn:&r!c=ES>NIhLYBEU8`*m_C=TWbingG#&%l;($5I"a`HU\$_7e)fZt\!DYSd-&h(rif!P83CIJ]1^bA.1^",)btOQ"*4.nh9e;,JV'/76,]mlWL@c5a67fsGH,T$H-%F4I`,2rmZ*?bLbSSYhI/:PB,jppN'^M48;-c"G:iV48%Z9'=KjZhQS!?soWbDr/-(E$\,NP!BAeB/1Bl:#3C'_pc/:jU,"gYS%`g-Wr*&Q31S]H'C,TiX!YCS`&F6jit06=gQPe@5KYlY['R_6X^%YS.c)8(gtoFTTbQQhq>)LhnEiD.*EVr=QJauUjJ:3'.-O$Fn=`iEiUQKm-X2$*'$?kMn"9:Ic[@8*&q>>*sMqa/97ZLC!reS2Vdlnn^1`^qk)fNWb*Nu>N*hr2eR"FF\%8\aIYQ,g7sa6[r1a//V?m4Gk#(OFqH@4hnFM;p:._RiBfRA`!-DM8I:ah7Z80-3D1>UHs#egR-NkZS#=4nQR,9?gB'@^A&"YF_0GcI--;ELP@e]Fm9Z)P@Vq,Q$aSa\97*Qqil?lfJ/Q%!WrPpG<9p15h,j&i'EB$VG'SET9d0U`)$U!OR&moV+[kH\SPY]?m$T&Z]QJ&NjuSYnjJ(^KA!0@,tjO8Agb-gp"t9!;)NkA,_Ib&0MdfF-uSCR,Y"of&NMfI?+Y8;Hm]gL(f2H&``fBA.Iu3o>jf&<<(<5qBE@AHVak&hP9pb5O?eYZM&A*]6o+&_\MIN+&J5WAXX$BdOh.'0s!^mDcrJ-%^qdb(K*MqVl,D&tOjM;Ma,_=qVo0cJMNAWVdT4rTh4:tTUcEDP!1jS+jV!nS58+niA0B2:3[edpXEYr4Q7\l4Mh-G1!J7*Jm>)?!8D`IinlM)i4`oma49^V896,QsK;ZJ3q/Ya'4Zkj:[$!]!RPi3nQ4,fa(h+@")"9uBaiTi#>=dW41,4Br9O:mo?\f[Br(>91/C)S^Nuu]EPm"[BmnT8=U.("0f*rb=^q`2C:7aS):H5SgR!hi[nl@>WD,re_4n1qM3+i*bodcX)TgOT;d]?Z^/pe8"Qp,pZ8Z%Ygdu8>Z!s8YmOM!ee2?ZVMqXrMh7^Z8mhnOXo>duJNaOI1f)/B2dm,#Dp8N'A94H+/og"T$@eu`0$jp8YT^Y#AU(RA5AY`k01&/uPr,1F5PpF]^\i9fq!k2s*eeZ&c\(qi9c2"=m3;gW7^JNB@4mHS05an`l3qc_E,bjb/'#r+45&@YN3`CILCP>dkNC*Za'K,U8RTYH^OAh<&6]BIK$=g9bSYWa)Gs*@.Ug[r0S>,mHSG@RMB^0HLM*5_0!lYO`]`R!SGjR5/=Z$WEil&L[sZ1C?eFk09B(_hKUAUh%T1M\[o8p%=#1K<@9)Z,FW#JYE/S14B"@aZrK),=[W:rqneNqBg'P`K4\r$uXA0I25(".H+#E4*Bha2N^k37NmUn\o`e34=8@F4j0[5"9oAXXDD5)k2qE212"lP`[VgmJ9dXFpb,RC9V>O=9#tZoW/Aon5Ms,!'1?iWZ*]#\IOeYqTS418?E?uig9k]<5(#=J2HGakiSt7P$JN"0A#2e_'[#q>hgbP#qeK&ZUrp8kl]=#h4JIgoN!,-'Due)O`ufeu]osX1UIL6)e5TR5iZ>m5VbYJb0nL%_fH=XHmFnD,S`DAOKoI_fEaZW;]6CH!#?@p3H2$a_(3cbhKD*-6#GXeM2ERX@KV(JYhQismF8GNCL!kRY&0;mq>@HH*3dUF3_hJW^b#>35*U:FZ^DcV;++DV$[D.0XN)g=IN@"C6bZYdHHCIO$@p\,V3fT6`Y\7qA.t_M26t$euY9E#sgLqs8K^.aqc!<]kPrmABC!+QE>H(k/"mMQ7A@5J`#]REo`&;PH_R,\@@cjI=($\A)!<3rVQ?4oh1Q"e(n=HDG29_SX0)f<-].QooZbgqS>Gcb^5+(`3P4LLcgd]Y#e$3i`IGWMCN\p>X&L$H&,?[F66hlpqJ:?AN$m7UDmK@/f`Y99+HQ8:6m4i1BkGK4c)"ppl##ks$7\QS.+UbEjed5^GVBqW-r,W\E_&I8b(fh`s*)@`8[)fC**uX&5Vr??/kB6:4*l>rq9TR;'!>c)U\(W"KGIPn4QM_I='"TgX_MAm^,JMI]?BkCf1Y)NZ[``b3VhO_7t5H?CJ:8P&)CZZ_q>0r&OXY/J@q+)p@4WRK/-6N1cC?n>?!rpS/gj8sI/.f&6\30bp(dM@="Qdp%OEbOmP!1.*"Y5;'WCrj3JqfuFC_JS$1]SNKaJP]hDLhE;#h%XGAN_TpUY?G5:6/CD8@-mE!M%N?B8Xum4!DUm!,@cHbMJD[N_iLE-kag`eN9Q+[iG=JCjk/C=Pr8@2RWfG!10D:mIRgr2q,!K_HI+c"lRlV:=W,AU4(?Tk#g,*rRU*EJ*I$G=rNI'eW?V5(%ABC"rji`uA.7Zis8daiKa,V1>'n7`%nrs8f91tVp]"l"t/)*r!rql.rVFu!/[F9X\M56g&9a,_raV)#g5'FrgR`LdHS([/t,@EMBR0I\VH[ADos1s'*MA5o`h.b[ftDb,\T?q[H$S5WFXnX[K%Ejd<)ci!>.#XIV7t]EgWu?k[;$GC@LI_+o^(6e.&X,Hl\#QX3d:#Yi8@Ga[K-m@ROAbG?=E_ki>P=PNrb?gKb]tHR=PtdWggJYCl;<4"<,h2(/S6m2:YLpX\*tSt`.m?XE]LGQ*FQm1Efs,$W:f%]rW'6#K`fDY?k7Ys$]_FL^%n2+aZ&6]6E^A'Ft^E/#i!04*M0[N85uP_1MuOV3S(2Xm''t&JeG$Jn6LK:N\?,(iZi]KXq!X(C'm->!5L-R*#G3p4(i>i2QRl>7\Pq&%WX_$\^ljTL?7DU7;0OY$GIf&j+PK$TIFq,KO+Dr&WRCQqSRZ)YeI8#Tq,ACqK`%5;WV>`j)`gE3H"UiK7K"Jah0k1E7iI;G?Y?m3t[Y'27hb+;!F'cCtjfcGui\_cZJ6CLYgKX(;V/Vs0FmE(^(R=shR]'2b''Ot$mN4afkh39iY6IiNJ,]AdNZI.8gWu?J%nRb,F^lHfJN6I1]b5gLrKK<8Q7UN3*'AJM3%9&qGPi=TX2WESZAL#dDF968)N$'9jNK%5YIQakh^m@ut:8t6$W)3^*'Tc#Rn%\mg%,A'ub8,te/R#MPd[E3L/oKjtS_:;[A#hO7]6bEa`*IF7$4iT+F@/4IgP2,tYgJ0Z@`%FabF3qNV6*3m(P97mEX`.g;m:H_h4ZY'g/#[+]Y-'Dl\NZF,N&Q%#sD1[PL=)`a`aGCQXW/LEDm9:hnj8n'7!\[^KcCI%U'fQ0Q)4j"tB#nK5l0m-U!3$TLiTACSF6WF\O:Z&;B3tP>"/(d=+-_:4%Utf1;LeZ<(FTkLm+Le%"c='I.U9E9I)h0`_^/#H;PZk"G\n#D7heX[IM%[dIs`mT2bm0W@j!QQ28g@Og[T;9V*"8D537SbSD-NK%N9WMWCZ1):B\i,a$`2>r3?bYkr+8\scHZPfes:p41g,ion"Ag#D:+k;g>P[fUe/^!&p#4r^l(P42u.QIWUnj#aD:7[+L*L\0@$As$n$&Xb'^4603hRn-uEp!q?:P1rc"sHPeS%9n_O@WB-G7d]d=hrE^3T=ie'kX,[;'I6KuGZ!0i@M-W'p\(O!8ljI)TsVZpBjQNq&Hh60:#BN0ZUt'4XE4,g]uro]](7iHK!=1(s3So4MCH'!CEW%NZ'$TaJm:_k]2G%LilTP'\9Sd'$e@ndT,$.g9sHE>or?NaJPXVK1e@+B_!#aMl][+'2NF[WIgq`G;I0lB\0DXW=f..pKuu_G%4VEK0L>\DDuFBJKQ6;H\2M3kaUN1jp7sfA!QT4RR#lCfGQl"jTu;&PAJbc04%JN#.(A\?N&fLS%a2Q#o9q)niL[a/3&d*GYg^)!)+I4hW:AOJB=Y-qB\;I0I-cdI%.U??]4MDOfP4%Rro6Pb1HS394HGJkm\bAkYY63tPe#10B($!iN<_hJ^FU8/+JB66IBiE%<9EFHfR6Gf\=LrV=#[_[mE/9C/$47-WVd`;m2Ce-q=0M*]I_d7(ABu,0N9+;]P;@OWB^4S#7Z#a">nd2IWe^B-u)oa!61QhnGYpfL_-"T0SqBZ_-U(mY-+q?]%'i[>e)V`L'qKh_.u1W.or`*,mXn-n`.[3&)XQt^CEmXI`,VC3d:"nC3/=i]mE9W2/:Y9eLn0Q-e*Bo1)La^]6+HC4[&%eLWfa&[VQQTSh+#"n_Y&_NY"P@/;OkZG`fIQh*N0XgR1Xe,U=WX&qYZ/@PofIN\3^8Lu-/mFi:n;NpT8%cWT/(Bh**6;R/jhRk!l=ap)2RA6OP>^"E`)Rc@EK4,4=g-6I'naWn"\NG`\5Lpr<(!dr1F=&oKY=XIUM,P^NBn$'#U^-M%T)+g)CQ!@`92f:0q'#-bBJ:$,WB$['N2BCR?`NMki]QlN+^'f12H-'VVD;$iEH-j]<[;'9]W:4N=GCB,I;6CADKW870\:5%_fL@beNugGX'c5cH&-G6)H`&]6cp4]^*Fe,Gp[dSjpC'W!pJ7DFjiER:]kSlfV`$NUPD^51VCm%T"SZnK-RIY""!-+,F_d!XC?oETRT7d90+.d]!HQj63cmp`Q1O1bRk8C?e>^@'_r2!_g&Og^gdiidIf9,NABC"UlbC_o[FgMK8`9t-)d2"EXTQXUIM8,r'Eb<1M+_IYsX]Z^]4:[A7VKHMlg0j.QTVZU;($KHmtDQ>[AL:IRN0W8Fl]SF1I*a(85p=g4Vu`Y@#%6hM'?JBIRT[*'AIB>]Ie3&$IW3VUQ6jj)"r+brHOX'61[Y!Tb?F=Lr7c>p3G6'uq5mjmQod>7gr.LuNp`SqUYp3QGg(qE:^>`sf2]46[n)p^H9rnjKp'gW$99P<=FE,!S:ViLeWWNXX=U`KIR3V2qJ(+I(5PnV3cuomQ/KfM/(A_)'uY(L^k'WG+m1MOc;U&iC%1riB1Z/MqtKP,:Lr%X=^8Q,Q\EUWV1aMTI/3=V.5+r9OQ>4*(G7*MY>V2h:r9bakA&WP.S5gN%>cM8mLc9fPq#?bS8N_%]XY6SF)k)R&52o$29cb!:-^j_l@bO(h7\0%U%[9s@OR#Fma@qipu1r6gU!-teq($(=gM^b)lecHL5-!h:dq-KNHfRoIX[D7AP0g`I=-DV$9;\?PjdMEQRuEBbEbs0XI(7[+1Sl&o]aiXRb<"<03VUZ"of3+W'OGEaH;,#%KtHMK*<8%AAG@2F1GERM'unc/:;1CL6#bD9MQeiA]FIFG>eBq0kF^`]-V^&J=D$DU]-0DV[A=ZJda'rqPLanNR=S-BsXOTViQZPE'\Fb))bOjh'C3O??0i%OJk&Jt.r@:r@K8_k[75=gLRt$4=)Tn`.[ObV1Thb*=L%HMAIouIS?#2Sg8sD.;D7="CVX/.58?Pi>rQ48WtL\oZ*"7YNg7t=sZN9f_tiA1qIo"Y"Q[2i:Q9_B'Y.hf$Rc?ZZod)EpJ$p@1M;ToV_^g-f<:fWBfBn_`#`Sl$Wu0H<9bJg$-hak)No(ESK-h-RkCl8KP.7NA(NO]=FFgi-oMD0tJ,%WN/I*k?RN'JpYYJ#26J#B=;-VHcDiq$j&F$6fp=nE#Y\Lb:MTND\;as,/BKr>H"SRi8NXGUfjs37I^Hn-;^D.>,g=WNgs,4b[-o;l*$Z;aubbEjmAA.alDWpW:-1n?^P`Z(gmgU;dD(05+4P@WU#-K*314C[Z#=I.W0-jVCA7D0KqspG@`=3J/$'`;p"$[%OYl"a8%Ls:!oijOXhUU)U*L*d&e]6YlrdWJL(^g^4p_N%Lg+m]%F!o*-TjLr>U-L`:U=7sKJ[W(S9i-5&_3!QFtV?KYfn92K'\:>4iHMcM\[nsbA?:]R7tADqj&pi%NRV"m1BFT*6fB*ORu[D8'(i0qtho@8?k-KRPZa'2>m/rNugH_)p1c^*/=U=u5tS2+^KH(&3As3;;n!?i6rk(ucfkS1tbhTnRJ46jJtTF]0DX]OJj;/4nfl\EnYK6b.='P$ZC#cgBJrbuV&MY?o:S2BD()d@s(h]&<1mLPH,T(02CR"(+G-Q_#`0e^gj,3EFDCWDf^VN5geo,CUb0RP`N*[W:GfWHR[_7@4,^S6C#l!:?^>SuBceZ)X>lu9^)'P4_%jGlXMUB%MXfJ-3VX/dc.hFI!j:e,F/*$$'i!e:"7@FCrCH8Q3Hb!*KBn1/4]lV]BWk02hB8?SZQ!=d!rGe:r2(D.o,KrWW*ioB(0f^VQH(`8(lLqBfaH4amUJ,YCOG7j&o\MIY$n)(mH]U!6("iH*+k;rYT0;^os51E0_V(GcO*;mK6+'VC<<8YH?c^m9]Hc)^OO[?0#/\Ha-J1%q5WZ8m+)S$E7Rl>7TT&acsBj"hj`UKJ/h6@,M&RH0sPGjutfPEmk/St^Xp]9%2#DsE2Z8a_'7+XA<9dDFOuF"*(&@kcU==;rC68i?rH/5ZGK]o8J7iB@Zh#8[_5mc;/0/g*>AhGt+S9Rt?'<`[.e"1E%!P.(0<"6(.r3G^3=ONKIug;#D8-m=&mE9brPidW"/E.GCj5G3q.@+:H.:iLi54!=4fo:mqH[BXi<;TT+L%LsgZ!==?oTFY42F,Q!96r#=(NZ:X)Gq4.A$SiQpJAcuB$2X;YA%'O)L]mJmfK)<"2Jh"g0"eKP1US=;0k84"h`QL9*_C5Eo&\k\P5Fd5K3+QfKmao-:6C=bMesd,h7Hao26L<$:7/n`.p'6f^O]S@6VGUBoB&be8E^6e)LV>LJ`K8TYmJ&NJ)@M@LV@WC%8TbqZaE8=''pH%_,IbdO>Zk&,?X=0uij[foX&>dOpb,h.EP$;TN[^hQaaf`MZNPcb[M\=F0cP0:GDD>)6O#mG5Sb_O[VXrd/+6l`ig;#b(0.KGDr3au'#&_e%S?9=TgRghNZC3I0ae"E82N=P`*AajPiib>-s)>"g`[W%Htm"0Ai^*UL5OcGOJjKAE;q"T7m`NOH:%D@floDcuO[7&"oM`gt.45Kdf6F>?:OqqL8;5$&OITF(EFXam=n8)n4RTRo\>68`=*8kcn3l>[]92DQ87Y^KnEm@F%@B(+dD[/g5Z?p,2.@&iX.&l*L'0cqqi]kh!![@1"^dn45\H/;tH&`lH+iiM6RA'(PRm;PiA0*0c8;M\ED.FmG@1A%3ESJHH.kIJY@:B>irrhnQqZL;Ma_;j\lp$t;ifm-H;!(oWXS'3Z#>bhGZRA1,!]G(\e(nr<#VQ%nPP"2#&Y8(&MDffCimI/M,_XBbmeD5)+q\6fs>=PfnR?k+7:c,pi?6'BlRi5k,INjf>mer5/`@/5V;N25[R-Vp=idii_X_9RfH+68.]0!K3GZ3@+"\RB+9R!#G5h28j#HLtk[qLerA<*[AF/G/^U^\u1#<[>6q$+TqpBoCMp(+r!_fU"6uT"=bmRl86H4F6biNBCfoL;&K%@=m;1%";d-5SXA+%O>DbEH#?@@otZiJ=$[d5meiiQA._4\T.iV8.aTCKn&skBlJ#Fr:eU67m^/e:i5pngUD@ng'JE>^cI9AHEp]o*$!2ZGIVYQ#4`PQD)gp5mLU1TrVH3H?Wf^rRlGZ^+F?,BooN_Sl\F8$Lr@6M+:dT!!%CR2/3\Q\:7[h"G)sqmR57@=RcI3Gn3&o:EeY&EqWcT]p3uAZXd_:Q,RUG5"9o(-8Ws@Xi/&*pW"XjQki9^Ec_!GRY@a+SenG.XWhs3A!Y<)0-f`Im&ru9eD7fbpUDK/CH#9"a[Qa-9$$@"R%>G;I,;M]OTuFr5SbtY]Zi$b;3gPq(=f?b`^I\)+iI)\sQu2`Yk`!/d[gNkg/ErJ+I%o&Ro?-UqFS-p$kafe_a$`5]eD99r9Lb4tMe3OTY13HF0l(JI_pANUD=R,(]hY+Z8Nm?.kM'5B!9X+(rok/cNql;59L^jQA6>hoZ9?/R"Am01i3PM^.BlVGNsQjMhTkHM#RYD7S,k8J?Uber4-1*A3rIE9>E7LZe@*nRF0AqB9u2/Z).*.cU%9;#9%]H#r5u-(%[DhdSVH3L[VcEqAEfj=M,T"EpHWo&e1I/ruNB-GFiQ%`PY<;TOqC"8iaf/7D>(-oB+&ib,[N[0K"uZ(0A)$>Mcll/9QU'-J9B,11c>RVNS)t8OPKa[kVpZF[:u,ol(,68G+dAC+aBWhY)2E#D4X?'a#=9h<8O'ens__$$qi/K@?S55gWj9?d7oef'G_!+Em+)3W7pY$F,4+/-ci8#8hCo^Qm\btbQTaTr95n&[4i^ANacO:d@3]VeMqd\qaEcC[e-$pTX?QlP=PZa?fgbFc_Xqni-M6jY+!4^"s'*fB83rceTM_rr_YB4^ot"J]m<[YCE,H]ODjM3JOND/$n"iB`*WPec%<5.n_=&_*b/-s1]6>(k]j86nW_s%h&3:3K;D(/=j=i[Ia_be'\@>?n)(e-?6#s@UGAO"EKD1flCP!OAOXh0Z&Gq0ik!]h?"N!`s0&)0-M%L<'amC:`G3sV;aq`%k*DoHiqDL'$9M>jmcHDP-CRX:gA&h]k\X4'[;NR82j7`*3gUGeoL+L&Y=05X`_QDirV+R_eHcq^,3L1XLp^f'7#iJd\fNSm9mG#*g,N]6\AC$j<0OHId0?Fpjc_&Nc,I>1-0k/',\LN]Q_AG4L*1',."7qo)`ESH-2_qc27787V2HH)X$$qA@UHmc6p$:TBVG<\^BDI\LN?()]lPuVpFmIVT)smnkEo\@R3$s<;7(@=$%`_1YhnC,WK%t1'_C'jF%Y+qk(*e\9qsV:s?ZAkuF>r4@#RLgj]QnRP$5M(!J;GUIRZM/0-cV2c2+frsCW`>6[VXV`P/t+Nhg5"_8_m"%J7>[Db7X\=Jj9WUYs5E(T_i*/Gd18L<2^@bgYOf'f&6#BS2leV$'aLn<1#Vc;fH_rTr@jH(GFDK%tIQ.UqCm<>19[b-W8=%\E&PZ*?@l%#^5M#ddb41JYl/2Ed%Q_ji\GObS1C[(fLhgC>??;$h+1[a4Re?@#2rCn6"ki\h^MZ?+FuE/h.`jVl-H^(4M[6`/p5l\./J36\kuRMM_J;,Zh-RaA:j9NRP_(?.,:IDU*t*.i!0ecCLHcLfl@#GD-A=.%Gr8qiE-qHp>L5",-aZ":<_SQ3@X3W%Bn;^6s]q2N8V4$@.1!21bSpk>O=Vn`.[?Ad;6G@Wa#0n`%NHqDe-9Ue-aab+(J5jsNrrOa_J-DdLf-82a[Wq?#f!Qkqt@;%N/?W;P@(nCM5!%3`JPB\<7SQf_1Gi,8SjWsEofpT2+#sh@GF#%N/X"50lcR40bAdZGgP(VX6JInD%KG3jJEj@R]r`O[a:L!Q>R"4\%S;'Q8l6cg>:h7JFFk26WjkokMU%dPA19Lq\[ndGdme2\^l$#p6ge]lA+l-lPF[kH=7>GmR!Pq#d!h^&-r@"c>dOY^WFK`j]k+ggH`MXWC>>.&+1%L8P.,BqU,!O7'/Fs*2*=Kk']d[$'u4[TE.Uo?,:_;.(R#=.,T^]h,]VhZ?qtBF%-K=%E67A4P^0J6kBeE+GkJ=sfJC^T:G-1#*0GAIX$l4aTGo!>u4)&FnR)njpf5JVCL=^OA`)K(1,M4897a1q*906tB0I3WjTHO.er7%3oG-&Zb#;OJm2i$78rqs=t*^XCJ,k\E+#p>"bmlL$N94^#SK2hs>1OJh3=S7Of0+Q,gXJ,@]p+9LWm*_^+*m>;tDR@iYjFdg9`3G'3Sec0=2q=lEbstVEDnu@p0FIl:tFq7T_b)CQ5*'4=1^U%TKu#3^s5_P6X#,p>pf*"4X2qqXeJ*1PW&<]Ahffm`cKfT0L).-KTV\3aB49KeVE"^d)oNp7T3-\8[";5G`;,.9[MC.4TK!EHE;fX8$ec;I>Keg6i6LYgc%\Yg,K5W9OY[cP1jngKe?j2[54XWimiOfHQi04-p2AO,#aRJni<,KsYNWMqXr!XTiB+XSP57ZA>-PC3ErZ=M(/]WSI@JF>Kp#JSS\Zds!SC$&A_SjC]BQr]lBE\oK"Q?pTaVNp]`R06&ofirBPE";1K?oiYQo3hDtT7rW9$?25_,k<&@-303rL))3BK<<;&=eX7>hWn1;q)J"8!V$dT%<2j$Q6Y&3Sn8l%qMuBBT`PSTYI:^l0-e-qaBsVc7a'eh))ipSh)hNZ:'"m+AQq/hV5.c<\26]pG);Pq,p$l(G7F!F`0HeZ/!/8t.`@Ub.6W6aFb%4aV@?oIO,l9LRl>8S9a?@=ABC"6C?cBU7`_ElR$`\6YN]Qdn3\[/3\TF_f@0*h7u%h&5Bl9uq"ad_,1fpF5[k;W.GgTCK:,J7a>VIn`&UE4Z,HW/u8F(n$1`/P]p2K.F\X#V469-_^Fa&$O0OR/4/mVkA>dS1l_1N!3-Osm0m)&?JC!/O)'C%3\;n@#29!a@Q9X\`fXEleIH,*Fci]m<-(aD',#V(bEXHW*_T$M_STmF\g^QeCq3d)=!.[8j-#2cT?h(RTsSNElETkrDf8.*!<^Vq:]7OXn2_^bBEe#1:.a9N4s:k[?orr%2I?G/0F\Sfei[/aB1Y$QPQoT=JnX`5SZ#B,MFpA[Ap+'B(eU;r<:_g:;+km9qP4*N;:31.Rp#^IZ$3;,afq[dL6*#Uk`Yc8;SK&#a*=P9`TX/9)UPbAB&KR5AWPOVhL^qkX.OVA]lCoFcf3*LPV^k'f@^,qDZi*-:d%YjN5`J^:XSSQi[NC93$d\Vl%o"tO)&9X>";GLZW[Wb3P/C:[NZC4H=X-C0pY\=0[WGYO33mUIFC`K!\SF*Mp2"&8+9]E,4WQ-uEQ/1O5d;*#HM-Q@Fl19cN`E,fmFV:eg%Fm;rC_Lls(h6eTL,;q/lnq&$4h%UkaG3i+5./e3e;/e?c'oBtRL:g8e@KtW'>jMVP%k9GjZ>R=+LS=)a.S_:+h-D1*t`W`1D7-7hbMun('iu1Zb]e/N=8D?kY"^:Niku3cA.PPAP%.ZikIf9-&G;ZLk!`;flN3u[oKf9"fq#0sE8M"]Jdu\D!ZE](m]lE':?5O$!qb['H))LR+<(u4^W)-VKDM"7[paudZEH,tDf=O:1;b.&0?00[6SN=_faL?*Fmb+r0YJ:(2m\;!sNj'3_]Lm2TG=W"C!2F&DN$2%l&Drs<<)=(=DMYA3d%KRISNCoTbUHJf9UIMBo]X]?L(+4cYA`=4h7In"e>ZC$[Va8M_3!Ff@.s\R46KkXDOoKL5hOYa+ZU\=p&ecIKaJPObt_&AdsQ_d.9a*Wfa>0&eOhim9:%7[]WThccihR8TQF/4;M@b&a^&p1ADtCZ69;f+ojULJ)UK_=ZicC@=Yd>X#8-'^7?1rW;56Unl>Fj?SiiFSXmf'Lr;#rj-[Xjk$,"'RPS)_\#BQS\l-b05eG&FhX,9/1!V_"k4WuO9Yd_)#lN188!D`+?]d[hms7kj-'r3V%0$'/"8+l/t5u2K@Ee9JPq<+B[cQAfZWDY:6D8lLm/.rbRgriO'DV_a=h-u:#D^9V(S<^/k/if7$EilIr7o3.[m:iU9UY%nHM-R.UdIYD4F'K;UfkI9GOF5uAcpD^'HR@U=IcI((D1'/ZtUf9[riNN5#%S/'hPW!N>fI@5]T5Wcm91i'A+W3!EJG:PYVXfSD(AdbLHtgfiP@`OX'uH?`mYEOOn-jS4OOX)F"e?qq7#QnA)%ii@2alcOWU,`AB;#/Bj@(W`?*ue"MD59O>G\fkaQY5C[S.^-+ReWk-tAaE1t_77;o],?=lRIfN&[mf*1^]Xe*_!$5[.E!n9Z3r8R;gE=:^K)FQCK80sZJi`r(ku1\h5g=tF_h8[E*Y(!+gb".(M49tRYMRYK"db),5"T,c5pC<-))I""-oku2V+[.E9!W!L')#7?`4PfG=gM4.CY?"i.B3"+f/&_P*(co"8]Xt)BGlM3m`=OCA^EC\Y!0Oh4@W0"6@5@_+BqVbWe8#7o7n."pj4FCm,O\ohdq?XI-aqsN9%UlI!M6:%%Q-e5kTF1O^\[1M35;"0IR[&Gb>>%)`JO6PJu;nO5\1D!eLsea-^_f;OB7QNYYnC.=_3hpopYYJ,Xh$Rars-G'7J91!>_(71,hg=0>fUZN)ZuY?SJ2aLXp),0,]aU[Z8s#SL^J;56T3WSmmEFGO9qEh1[>X4mbZ3-_hJ7fibpjh9.F=VYP0g(#)^MU\R5-K$GBiW8JM->)/_KL1&:r#k0-`>8GjqAt"UGVLs7=Q$+lBG.]*8B@BUp/-4t59;R(t#QiPUFl/?L0CM[7@"DP.Mt;[0@f=3Bm.r`lQ9d"Q]3gc8rg'IP7Ur">V.&:R.g7++lSTgOUBlN519N\cN9V$J)9Ukci!"jBROp>pX32F0"_5PZp/a]g!8U@f*g:!A99fHQT9-LW;C&+O!-lFLhe9GJ-u_moCMQ8E8\OKKaYM8lR(8POIY4e+j[/fWM3Pes"BOYps]o.aY/>o%>8MU2TiXUmuY4](pl>j6+HokB9%h*M+B"3h7Ak429Fc*>Wb/!TR=!Cf3a"^hT$FbRj([!Fju"u%j+\t\5i`[K=kCJbaC83qDql9PoPl>%OmQ5!Ze9J9pJ,K#mgnM?fb%K//^qsE[qCZ8&bNHpsn4!qtK\3W[%ou^>-\XhS"8oe"8gP3oBQI_*nE0KSr^"j`$>omKH.o_OjVs_J,fMhfRUa+.]Oc(^Vl]'*rU7N$iWW/$A@ua31?F6?:nU(Shn/kqt99qVtDWscLsoDJGEj>b*Ai-<2icLg*/k/K'r9d\TTA>*ojm8,Z1X:5#g?I%_6(<2`N\2H-JHfsY`:-od805DGF/5<.#u9=0JLl&2-$6pq<(:j,&jS*<&TXG-Vp?'.]jsjRl86@jm1O%H)6Sg&ZKftW]sXmB'&c,CB]*0T^_[BgK3rI(3a9k"q89\UiVj=::"QWnA9j3K^d5TYj/T$//;Z`)A(F%7lh+i%^m5*S1bsJHs"+13RXhGNur"+'+\,:m5L(;aUN4N!t,\3JqATe]tI]V>T=b)`I<>9VG(-c5QM_S*BJ9Z0k(8p2nN\H)GTP7%Y!Ng$5kd?S5@qMF6DPt;B*QG3ctd*c%9Q[aK6We`lJNIA&jVkha9H!arcGY3ICJ$h9VkQB@!/P\h'BIrr%1SAE8^h2\$feY\ViC0/'LbB?p;Jq)s6,*7iA1T0@]%qA!VfGOOAl#6u>7I!F/>;401NP3c+Y8*D4Kc7Vk2i4snKl6qE:7'@G!,9IHu?!U_B_[#5;]:)cR$[;'rV5p/Y*'JVt<8\cYFs+Pk3,sPEifZ*@NugHo[4E%h;nQ(gc;"s,B?mSM-g2Udg%NCYr9V-q,k)YGZYV@=0A7+6&lZn8otY@#'Dp?gUg$Pt)O(.NChAY9ea$G7+*T,RV(qjW&2YVR)b=dn7]\<%`AkRq-P0&cMc-NZsB*bKH4puDB(g5&NMmYF$ll:1dNq5qg,M2BQN5O72F@VXGn"k05\76j\*;]H_q>Iecc4#PuD,Rn#Mk09q<+ke-->]Yf@1M.&*Z:0Ze`KNH+k)AO*8TQb)5])=L,f@fl0C>->a\,Kh3lSHVC:P_&)FJF6=fu%EpV>RpF2c*`K)H,s1l/h[\3EXflDs>6,;rd`!M`2N`K!O/0^CW?k0066SWu9\DAX`^?Vk;m-a7<<7Q>bgX@=Z)N3ZNcqtKR6ES@u\frJn4@0Cf)/q=pLREfL@U/@a(3Hja+?$0PTQi!b!gU9=qqMgWlJG&U.7>`gFnmp4Qlron>c#`r-'?68Z"263-4sP[$)[m%6+$Zo.WtpQ(e4Z,\an;NM*$]/CY8pdOWj?;2[LeDSV/R+m.r!.uJ,ZED.ZfR;qs?=KslHH(_mbhdo>/7FX8-VcQGe\f<&8t[k8#<(8!O(?;6,C\_UQMM>-;c9Dn+/#nnT-+DfuBKM[FFXAGSl?ChWI3`)_gETHh$`==B.d(FXF,`?No[YZ)Nr:mPM+TVY$fm&GKp@cW>nF^1*F-rJ6Rj;3Ei0T2:-q$1+GO?WEPNi?'Kj#"_N>jh9eJ*E-Yr%\)$cFigSTQS0Ek<43#S+Fc1Kl(#!t=#Haci3C<>_dWO!!iF[kD#%@Uio+'e>"TZ>.pieo-SFb_d,c,hns[_(5(RjN3Sjq$'.#;]ZI]G3sn%)""guhr.Zd>K#T[K_l@QS1Ss4U.(>[-h3Q6]1NKY0"=+'_Mm:uA?[WLS.rl'3C*HB@1e<8nm+KjhPbm05,XB*!lXFiZY6Ln!S!KnEn6GD=^[L1A,0[;qLB(oh7W58(V,Yuhr:og!].[L'&HBFkq=8e,+;i2-&gMGJ]W"i-:,4U<-j>cC%rgsl3A+Hjh>-d1f2(t*SND$fQ3#JuP6@1NDDBab[_Zg9k_:V(T4"gUD)qXeCH*)KZ#.jrbM.I>drtfL4iDPnh^h3HCpTI]A?Q#D07qVPupX?H=!_aWZZ[,i1C1=gFi6qX*%Hk8o%FdQOeicfgQa/20nJI(Z85(d!1Y4=24DmYaQ1"VYAD&YGp'11\H+&o[6q]bO#dc'pZ&<5`qlCMI&>>t?#QD;W'5q(51I&ut0P]t7P/+<]??Z14hsfI]Zg\@K.Q\i(O).rq"`"@4kWcCD`n$Pb-:RJ?[Rn&\l(P-Al^506]6cC>at3fY(\$.+4^:i9aP`30c#:af!d_Y9(@Git/F9a$+YC?=Db'=*q$bb%,We/B7MX,)B6!E`S@?==@SVdLbmXD9`MohCl3@;I"d>Ib*C%*T?<$Pt.n[J7[+\9Vi`o8^0.jb+d9Fm;rJ,(W@"SY"!6!'11qXY%>;_91Ne4)`ugb+CIF"i36[47c,Sm"r@\PPf@6rME#G5YRV%AVs_aP/`n(3H*fh`@nTeGkgd%G$,2U`5KSbrn=2A(NE#/4ZuM(PpoX$Y/&i]:>-n$1ODi%d0`FI,8D_0<&dZ1\Q^GWDr8:O_R&`#gQ5>q"[LnH>.(B1p&XI.WUo,g$ZS4GhRntmLt\t82sZE@-jR:5A,P/R4*P]uc^d.AjN[f,+!2Tm3EeX$ND##?'bJ^JHl4bSOMW3lY$F+f)8t8D+Q=l0U/.CFBiJ7TU2f55V?RWMDJG.B64l`HrXl\"JrM5WR7J2=/o4kr5\0WZblj%7-".7jbr'l$`A4;hR7*EE;]M$s0'--NiV1'r]__VC=H>u2%bfo)Ja/o5LESBMdhO;@Q+llX;F3t@Z)FfU=`*i#e$Z;=:j_!:f0Li6pRRBhKs\bn*dgEqeWlkp[7J9hL"+/4KglQGP3i!1[!!KcCDeLWsHD&[\0:D+gj&qj#X^_M^?I<%N@r)Zi'bLE@dK6"5o9WE]91)c=?hea+uLFGO86B3*T!COMD--Y&&ZiR;b.+9t$3I(%dI+sr?:b+8uP'm9,\X7]_N#AD#04@p0R[;GOeB`go!Q#WX0m@sgHVV%)Hi*O(FRLg]H1+JS'J;!j/iGUG5!C$UI?l%2O?Y36]68#q"(`V!(I7%"coQt+@9/R=9nX"8,;8cYh95;H2Jq.ng86aHb(uR?pue9!VNWC&4X\*4LcNKEJQj8bhnMt]J?5iRGhbB9eiq54A_XY1,@BBhj(%T9Lq%I.4Zi6/b*=JYWa:>SI!0ZkRc#ngGVFCB1-sJ46iic/)*Gp:68KJq(RM^UlS@8@f%(V\%N2[rNffS<6&+AN#N8nf?)W%$rrtXjRPelXCm-o&l;+ZJ>>*BU,mRmn8CQ4C:?_d+"+:n(!B)2V301,C`Rm-L*X1jJLtSS;(IT^97i9V+@,3B:5=%=S*FH27"Wi?'j21?^!_4di#T&DBX:)\a*%d6X1k=ipEqIt.+Sd:^dsZ$_%T4@NL[*$Ig;mFnu4Ec*?ZOEduq[:jhJ;ZS&*\?%D?11I2]2@$!R=7PkP;Vd[+a1ZioGc[%1;H-UPA&\r>QJB&oX)LY/.5tFTH[F4ud=KiZp(6dDBU$/-+L8>[Nu^)K:SPR_otF"F`lW-27G\BKQ*90T(s!:Aa3o#g9bRh[KL-H6:+"TD/J%:DpP^PdB#gOhq.@LSekt8?ip6!m:4dt_\^H+W?WpVO)]S,*k-emH)V+;2Cd>$3=asS,bXlS)@J&NuH%qo[PCkP`b:>qMV-P%7\+?X5tW'mY"7Le4h-kK+QBJ>+feWc\Tq?a:aFC6JNoKhfTe#,uWoQ2W8/:rM,[G9:dI/%['_I9dh5GU)iLbi\hi"h"I1gO0GTLXf0Vur,k2_fe'lI2YllGYg[Ep!)_gDZJ)!bf.0mdAB\.7Jb5BTf.a4:[c.;l7(7\>6%#CO3UmW[c-m.3g2()jH>WLI#J_+UfeO'\'-_CY?")GOOB'3nQ+$Jb&C&)`MXkDr+`YgRtHos8LU#f"Sl4aiVYhYG^12gaIY#hsbqS6CG5OIpVN:aZ2BPH!k#&DI!<1%V\R[m$A\@867kWAbb9D_h[^<^E)W(MTnUY[5;dVGim5[:W8hbFQtM%_7Uf+gNN=0Es[beSc3EU+5W2"sHq%>4DY.E7Dj^N]/'#7hm>c^A6__N@?L*`668f[GNm9jX4sflQrX@7$I)4`VI&SXk2jb*;u0#4Un=rXW:_l-5gTgg&!fqIJ@A]TP$aH]K42FR4r$H0a1J-Vn]>!dFp;rIfiW9:%8*Sig.K&#-Ogl'0O8@7E4<46'?HLr%2s-OGk5p$:5jbKcV<6e>?7o]`,DY(TV5-RU:sM?!ZC%OEtip$UYJk2tg.>.)f.M8891IJ``c23+KlpB&3/0d5!t`A?'gRAYpV[tSW*k/J<,Q`$99cWcCI$s0A+!e]BWbFTuPmDh+.'4iANXK8MNUIWdUX^fD3nWiTI+QsHjg"=r=08@hFq>b)nd)4I5;5dH4_AH,J%n4?C\H?fi$hMgTOnp7]F%'ZY"^erV)3d0CIW+K,R>o3kg%>p(o>d^b$E8&Aj?1"j1b8H9t(j#2P))InE:(+oJ++SK2Ui!$3Q#MJ=hL_O5:rr30kfd\9/<\rLE4@Nso0DZ^4SUf1%1e>ZAH^E3Kf"Jle%p%?;+92nB>(dZjHQ.p5'o]W"Fn)UfeJGq6@hE4+h=h&FEnup?acDl@$%M!)!Wj8pNoB+:+[WglXR?9'[PZ8?E6qp$8NgL2]u@d*N?!?iViuhRk$+(1m'-=0Gr0rqi9MHdii+q!hj+o@p0=T7DFlWI6:BrVEo?[m<@'CFaokPe48>hnG(SQUh[B4C*_4.riF5iII1We%9gB6@U[D0i@k*&2RtonDS0j7)P+VfU^7Vj2WHg3&)R"TgOSFC1SoH'.#[GAJFI"2fI^,,mFbq6cc6X$*d;LVjfm1n*a'?1PuXQjS7'fMgb6]&K=Y2Eo]c%N=-(#"KS.!T_4GBUE^`2LeF'eiRSD+c`LE\aNn$c<[*_S9qq">?+P,$DbVL1"@qj675H%i#eR;T9V"6;+0+s_)P&''0/'6HVb*ai[r1p5p7\1Rj9$hTKBi6ufeZi:gPHRk,$!I2GFpm:-M^c&d_tnod#O'/SAYaOe%Ko^/;t2^Idc'3)Mr^HC'bs/$Gf:h%I<'?`1;YSJM1W<]lRlJSeD&^sGqgK-X!s8p498O/:jlJoi(f-\`7JEi'4*IQ/#m[I%)9O?U7Rfi^'buCObg4VuG)OG_aRS<2X7m\]Q7lUJr6UK4_Cd\L$lbc=R=a#,PatX[o4:<[8(3I3JHH-4r%L;u?M3(N*qRJXg65cCO3S)k4$[QS)QA?N8\kT8B4DQ`.'iY,J9I.krQZV3-+(N(2i2?[VacbQ^>af$p#g2XWd]8TDs^dG0r*fs1e7&-`g"TL"50rVQWcb:e$^G4+ed;,L22$'@NA8V)E=gJj8YnF5pT#jSALO$EV79M?-k7T`dFW)9>RDOllN+OGN;/;/b41A!EigB@aijiWj1jcebtU&hXp!FiG;"#+G4"!0NfqoA<7T8c8"2DRp@$l\'GQ3A;b9Q;2N'l.U5Y%i4ETd`_hJU+o#H_M3=m=.N]`S9geNW_9gQugpqLc]TCMTo"bk=6\c-d;\'f)$Pk;Od),"_9q!mF3GpW/1Fjt+CMW6aqtA^tgE1afJHH/Nm+J^^gU?!hs*a=j\O2)[q;?l9fTZf:%X!a.r;9>TrKQ_i:RNsA[m35%a)Y8CdA'4#(5PGDo&kN&rO3?,jTY4NkKfc5DmD@/G3rHiJ&Yc",*[AA<"V>c:0:V#p[6j+GTt?k4$/@*EBm@I8FP'-'A_[i4F")*DTX/9UJlkNV?>A$<4-Mnf&m,[a?2LC3:LX+=Kll0:8ofFRD3a^`5H%\jlu%*aX<^:p0:S]h7GW-Tj9q7TS3U+'48=mWE`=`CW,2LLDfqKAM,m,W.m=\X.[M5q"aaUBQc4d_\,j,Quac6S7!'M1rJkVoc5_oJ8!9*F6Cj*hVPd-$OFd[J,Mh1d'moKMHcVom+]"1TrYA&]2m,G=0Gr4.&qapqJtJnW[VU5[VXVPQ<"0kJ'H6_'fk`GPEQ@]$7[MT#g506U-\f#(Ddl!&9.-s_6ILjZ74JTdZXQh#baPMP>:;%5Q6ICh*9TGg$\:rW7quKj7(%G_1POR3!$XqF;9PSI5>KZ^o^?CQui3W=gCHm>Gqb?E-6ruY^JfH:]ifT@cS;fZ%15UjE%LrtS]67bq;6slZV"<;n+a0U0XD:sA=]SQ=C-(G/Oo'3CG!:9H/99Y!f%*l&#-o4jQ5LRX]q-cH0X9VD`ALSABjEfWdf"qbEY@;,P'W[LD]OVG3QDg=G-;?3C;-a""b\-)e;2+G1Q=ib6oE)5TGRX'i<19h@peFmBed&"8Yka,WaS9+[a,d-Yh1gpdrC:6"&ag_MJF:s/\)_[fUcV5:"'(De"l3tgmbK)B975r0MXK0(#GWab(DhhhNbg]DTD1:<]Y#49/m.uR/khm$STE40!+6,pZ5Pn#=Pl9IT?.OlphSSd8uICOE>"Si3k7n9t^%r_FK?XM^JIesSL!8aE>k:9o5"9\k32iL@`%NW^(+$g(1?(]j'fO-fWR[fnlHkLVPW)8<[*=<;fV\=pdSM$[Bf;Rh56[40q@'\\60iMn+1=V]Xri/kO\i$kIJ`$T"m?l2B$DM1+5ESI!%m'X^7\:+o%!:@Rb1Os2>Ydr7>i"S`R:SU,9nGTL,q1L4TPI6AAmnaQ04rV[I]mTg?(2="5^N$b%`RGR_;]co$[NO#NH4[&&$_Os2IeF'DuMi1NH-1gm*(V0tLq=tFrSHArrKbbdN2f@CnYJ66UN:c-5U3/M;+15n9B&trM(L>8tO-,fs(l]TQS2kXm/hYM'?GCsfaH7^$Y(D9#pisCJK+8A$ib76jo$3XpP:#6("m?6$Dr7E305o^[_(CY4P*-G0;g%D+?4V%3NfM]S&JPurC/ho,nH>*'N=5Qr#ZVja<<][T!8@&2fe^2o0$Qqn8P)J^&RsF7n(p4_'jFY*6#NPEWo`d@c1=DS9ksG3p2Ns3RH,AJ^_ur94kiY63LoS8I6?\T>7arX2nILP1=77q&74b/t(e*P/c!#-^m0!33'!fKUM;[d4>e9MEZ#++6PU6DmSLj;$)SN@$t,bg"CPMZRE\7RdU0E\,9e@2JcLmp?e>-D;)L>@m`W$?G1YZSN:oZeucE!h+C4/&E+Q_&jmPe8k*/'VG3OL&C5\o)*ir`$O^b#Wg2;cNOkN;kAsMh9he>N`dIC?c'70B1h+q2:#t+oF=.k5,`mmS-W-br;N'8*0'XKoU7\E:*/t5.$EmdL9"q]G>`g"6'Dh);RZYeGT[1@0+XB>rXTP7*OY$JI%)lHH%'(c?/DJnlq#nmS'h6h$b`(s]E\8["lg!.bN[jXMiPa@^I*BKF1\0:Gr7%hN)Z8)q$O0N38C2",*6#.@(OaeeRq'/qA=M]?LJUcOs0IO@'J,oaOs"F!CC?AL(lnL=R'KRfOq:4%Thg?(M&gHO6[=R,A0Ui+\5Vou#;l25Z[&6]lnp]K'['Yf32tCD_#RhY1bhLlVUYMhj.7]M=jh9Z(JuM\H&mG20n%XACjGEGk*:l2AiPUHBfOok$OFl'PVP^6Oq^u6i*4_H@YVeYke&de$)1JX6@2"sng9jT;.RurtNYjL&6%cGIECNEPcna,1iSd'6L0QWS;1M&CLhD"YS.f0qW#[VV@H;\'a$K]N`l]UdqdUqk^<>1!*qLl$sk[r*30'?Zt6K+8k\nG;fn&Ho&ombPL.Q>,*^/T+F9'LC2.[*YHb:nN10)-SfbGWW997q5'dOoG%*?Z4`0dF[!:a%Qa"jlLTnHhZqK?ZuMV&/&*!"mCH4o--iDX]r7?bu2#g?/2.S.H9FL6oU?lU#ssZ+G[pJpD4iS[VS79UP+:'NP9LJ"J%cjIf6iCG6AIC5s_NQbqd]]=rqG.IlohUcsedb0G(?jeR"3s-N[@Ql;5J$_^u4W*0leSFG"8VW)[#f[uS^eg;^j6Ji[hQ1'jP?;oBnrTjWse*Y;T6hsok\@D=PM%e)LbNO&Y&3)X/OP9oI-pVh"jZtRX29s85B^nW'FJ+$=e0md<+Lo:`%Y`l5o.aH.Qu$FXWq@dMaPQBmhLc^kRO#`+=oaiVX:o4-.-*BOs-fZ3jCZY,=g?&5_](+lm2<[I.e[F:P!c2l(mJ6N^13I:Gf:$sBe(+nP?0'VWbc'gN=BWtFPY:<-],2S*1LPm9?BTQ6DBK_.mS=&2dP^tYoc=+#bZSh#7NupS5(IHE*=TPpV((RL:BYQdXj5YHJQ/Tq>K=Bo&WM&UDpbMIJ`^mf^Sb1lgq'4NhiHr3W\!ED\k]id-TZ)?gY1u=0EZKO5.L"+%u6H1G^h_!Hf?If/)S=+:o>*7p/AtC204rD('lXjfG#)@U`e5BSoQU3oLhX8.3T(E;\j9+@f0L@r6(bggO2];aYaH)WNpeUP%N0D2T/]6kCIh%*a]4\T4OU[lb7b8^EtkH)d1Spu\&a#Yd$^_?AYg!,4`ZkCZU#aqKcBaN2Gl2fBa$I!G,:]rnN@PiiSk&e`\@,!c89LT22OO+$cYGC3G_T%^SfdqL3`0,I-25bOAGTgg7rN,WubQXHBmNPb-c=')/n'6@eRr;HBIbiPMC5CWNTndf:D09KTik8Wa5B?d:^\&Ml#9H!P5jfm604%Ua:f1)@r\'g&eHUa^DL$MQFMI\>\)0SfR"#tD3=6ej#7]8%1!4F%1R1/[Om+>ck>Km!f;bjF?d.?[2#TNaMCN7#b;,p"R=L9USs*KV^H@6;J4+7-)saJSA:(]^tID/h"`+o%R=FabaIO@Z?GV=[a'C:CY#Rq?s+jPr:.4?SeF9(*R`.0HSd\B^8>f4RPTA]9[;3;6#g;PcY:4h4R@+q1Bn58PM!mX,ET>&/Nuj:@N^b7!\R?QX#Pu4(hS!uRFs]^M:bm+S9_KDVI=6P.b456#(T]@j#BC^d"hf6T&k@I?5g(cA41fRsc8djDS32'09i,\CD"d8NL]/SB+FqKP!C]FGM\e$1Gjlh_"nIT:`+IuFKt-4M#^R%(I../JkEl([6pMm9l)i)"kg>%Ek4$O9b#bcQ+`"E,lddXl[\3YFrqq%-6%MLgkR9H1fs>=]C8ir>Y@"1A^jB$V9_c-!b4tMe2*-4Q8SDe9_>B$=]Ef:/mbPK*Wr2+ZTAnEG'\1aaF5^juUI#`otG]Yqb,*'Sc&d*Rm0/8*;#j]o+.?R$5d2V8LGI!g=+op*$dc7mHX,a,;HO="[UBmomP-$PitM\fk`=EOE3BtBleg)5lKVbU(rE,fk07t?h\Mi/f-i1Pum^l1&FY4OYJX);%^cHaE]LOV3ufK_C`eui;:>9+ggcm8Y0M%c2@Q00FlnpQ'QGtVje[:mi.3ihUlXLUPU_]RNZ+15Y#kNt[/CV@o#Di%-j8jBAGC#r[a>Pq\om=2G/FC^:nl0N7n0lDLUOY"PQDtHO=HZdR11&k:i2i&:S4rjXn#DuN'`GXLPIB:hnOX_[h_0\^3r*!LbjSMl$s1F[r*3lIhqFET8eg>V19phSqnUV/s'RfZ?ZV2B"#kJPEM(sd)c[8='&IXMpYEkH)1X"@54O5N\3EN8'-;a#8fSEX]r8R$NpHi0H=@1D/1Fb!;qq?&90PJLsj^L67Xd\6TfDMLuK=0>7aXV5:Aj4a\b&!\ehd^jKd;:!%8^HFt?qV(+j,@ANCkYKnY6?aH.!e,GM'4VK>lhY6bXI'iQ8_FR7YB+oA205r17XXJ6?])3?pILCU0HhP0*ZNK&p/(hLs]2b-e(cIn5"Pn"fqW4#TCE%q*V[r:/]s"sPjhVPtfkK^S;E$RG(qMp=W,+B;rZm!"E@/$]Qis5[;fBZDG>9fLCP>&r,qu7oiOUs:K1:m]mB?jX5F%HW\jr8>oNhF!G.?:N(sLA(IX'QBkaQ6_PGD?.8s2ML)f^VRr?#IJ@);5*uNQBjFHgc4H!4+6sIGU3a](p-uLU?q7V)Di"4%%8l*KnZ'WEIqWFR"5a<51?+IbY1@`TJ`;":KCLsMLVn8YeVbekGbG[EH#l)FrpqbPVO<,/&(rP9?Ib%W)4eP_MjG4kQ[feYq]R%P!U%b:r1SV9,7K`\8c#t^VE,n5m[u0D:>AA=qBWTk([(h!!iXs'5>mj$!q%cH$OMlYtLE9GdU*MnmWk*3]\W98,7Yl]mGN=UMbZermtM,`.Jk2r]21Mk\t%hB34s+UDf]Mi'?9Gd2X^m$9Hi3Y&.gO/\E=-T8j@Ddi0V>V&A'L\qfK+C/]/PTEEV54cmB[3,.crNJ0<`\qG?[o>#*scs7DS6#m3.uq19'Xp*K3R(0":lc.>FOWGbI*4>_RQH,#\`mNo&NB.mK:_M+N5q*-V3=&+XK!'23buCeuaj7RcGT`),Xd[Di\+klp2"BL0TCBXK8KQ.OoD<"oseLf<:fWSHtrgVbUc2T7?i#DI$.Nk007S[Xo42S3`1Ncd-OZW);p;8)qUK+mq1[D[[^O>fofP_1Di$@;Xc-`N;dj6q9b2gF>'<'t5f`;,pVM*5Td_/(se0-!e*(O_LI]!8u)>M%f,CKG90Y^4#n"_Ras[Na%i<))Gk5TrfqS^5Q9\4K,?_I.?48RPek?p^U<,?b_W5.KCS@F6CiF)\/SgV.+s1&lHDmrG_(c-t-OmjQ9oB=TtHn*Y]m:f\9PCRD.otRD,t6\'H"18k_;8a*=]sRjE?cYOU7e/E;*oST3p"?'TE,%c%rBq)Kl5g>@7!DNYGtBj5.G`,(IF]*"g;7G_Q?HtT]PQRT7'1BUAFQKp[6jaqXj"k2f:a+qQuTUfB_%lZa-m(pK>&;\P\A--RU:hWWN6GZ+%3?F!@$?RCLfGPF\7=(=p3JHec1X%@K+u%=8VGmS>dT=.aiQit,dc@X125mH8WtQXc^d.Ap_!u8;?fj`kaY1kHou:hs-/h8P(e>ZiJ4pc8Xa;dZ#IS=rZH:#QR3]k04jVShH3B+PjVO,AVoJc>'%H>7]nrKu;3]NkpcA-8e%i+UM[%fRl68-%5qn!KlVLd]Qs,6l>#,&FI":MShTr%))GkiDHoI$-n6^@lgp#N0?1-^?T)`Q5Ul0GR5;@L8Y&;.(6RA=fWeqrFm1Z8KnZ!SD5%tJ6\c/*fSk?@;,pUbfAQrF*fO=Z^E@/TVpNZ3/35i'XK8Mc4_Tib)d-1_aN1#j\&?3QgsU;7q"T+)WD<[1R@=3WO3jA0g"De!MdF&@&[sRsi00`qHdWdB.I6qFpo0N5!G501H.6/[kn*CNJ.`Vd[=Pn`9o-,/EG_W%,M5pJ1^VR=0Gq-[SKe!&oME0!G,)`,=ddPecc&dZ%)e&3]e<%*K=:Z^Mn6<#4UL3^JKCErU.;di2*%O:sO[XeZ4I0(BEq/_kHaMp[7!@pFj^V0B_[l*#or;bK!C]=W(f2^u5H:(clae\acNcXr%.`iUuNgF;ENSc47=pJ"_h_bF[eUADB&X:LIQQA`LSr6P7tWB+MQ791hfqlN.'8aN_u+1VZkd:;s@'s$O8(Oq$HlO2ihZ'%!KBK:#h/Z[).SEjM*uQK$I!!;o(ujNp/$Df212I@?^tSX#K5il)9q8&q/^G:m+.N$1^(.Rccp\E2b+1*eVao]X]lEC.""eGH`84^OuN\*.I2KZ?_M2B'N:+FoMg/9iV[;4B59@HU1SifS^m3+iOi78&3Huf&RANKGKl04%/*F$mbM67Uk;,OjR8VNV%RXY53;7=ojLC\C*dl"eN]I96f,+&Bl7RTWISb_*QFXq?P)DG[@%*Da9J,UFs1^T;4R7[._6UO4\X4%Y1.kCA^h+QAFWMul,"Te[r0Ze>1(_o!]Q0G#hYhS"9&St:sS+K,kBC^P<\['VYS5<^I?Tgghd,n64k"M8([?6X]gE_*Eu-.8iRcF`JYPuiVB\Jo()7`qi7gR"q2=kQXISLEBJL8!%ffA2JgIF%gWM1mKI\OL(oF9lds1Z:'4\-C;kIc:Ra6O[sSSu(Dh;`gmOj=%NRT0<`XrZ-3Zqc:f,NID;/7$BYjMYW@(apj`lIDpOF3>OfIU!6UAP,Tg6UF+UD/I&`jr8.Y[$X+C90c94GO?I,-jU4i`3#%OBM%mWO$@Y+n$?ZQ`a&[/TXDf7n`/0.cg]o2Y@#&9QBikp2Dg1T.h3L;)s.m!"Bi3O*CT2soEU,,lW^f6_6$H7ct&Co@]`gKeZ+=-4uTFAX">kRfXKCi))E6Q*Q,e4H!dME-i!E&>NDoP/6Ti1f9=]<1,;0ri3uhh5iOJNo53?s3GrsXPFeA+X:XqL6\c0=hS":%eubDuBu4KWbB-Ai?X1-^Kq$a84F$Alp$:#O?bCWGR[T*R!LoCVXK9XhbDV46naZ.S\$qtnIX!+!%4A0Sob'&QOZU77H[.5"Uf3jOoR'XcC['Lb9[8'JM@#>d7bWji`ut^3l?:RAj'O)eAOj.Okc4$;sc"_Sa9>I=3+V*OfqB3dpksNZC3e'OY]l$Sb\YOa"-RZLqWuD8/+b6\:Elq%=jQ,C^a,d]Ff8^r&^m\iXQFXW>Vl-G&Ht@tK9bqp4`XQ1!!'mi#A7X&HAHrGFh!28@]"4?hj\2F=NF5CD96,)pdJSCBW`9,fUh\_sou;t1!s/NLoptrWT7/!J['I!S/IDKR#[PUGrr)`SQH#KDdaIU!s.7&GaX@b*UaRcF$k!G1$WscBi-^F[M_DeH]Qiu.bEq,!H%V\&mQ+3dm+=%Els[edi>)Rs;M8I_:/Ok#DKQqe0OY$8&IT'Y`[t"WW2ZaF/hTmj8O8rea2dAcPq,@b*3lr\hQUF@\[f8)KuKo`RquqY;'5E#nqr6ZaNDYg9AI_Rc_$DJ%W5,D+@XYeVDGZp^:q,-E?R(mP/2bnK8*SQ+9QY)ElaeAkjSBK+B&IT*_^9dkKK?H>8e=)eLfg,OA(_md>>8.'.Oj_ZU3iadO@-Odt\#-3dN&&HVfU4gF/tr;-HLqKP-if>WX&c?s[(;/30?,S<@m9_L'?[m[QnSQM1dFh&gprWqKl5e^NE[(s8!!@t1L6T,*+8.'.(P^9%;Fn:A*X;oT\r($2BB*"taG,Th0,"*lE\"Xg!J%!!ZtU2Mm?Q9+m+&.P)$acs6CC"&rhV.i1`70T4q5pRd(iYDg@K>i`b'06XlK*MCa(`=2gg>;>gE88ku^t@;,cAAoGh-.NI_#Q3(hnD7Io0?2'!)Q=%BIK_ESNhTfDJ:$In*eT,(hqBl77p/ZDN01BTj5pd-$gg:i2(MXcBPb=;X#6i@=FuJi510Ue^`3[Pl_R%/\MH2VJY(r\4$FK4J81`+#n3>[knQH]6CG^5>n[k]j%s`5qE_#bdMBC#eagJqXq?e!J!;2WMsUe\1si1Pu0Z`U7rj>:.34OUISn&c2rZR15)i)1Eul"(@L%m95/4G?b_V*RKeiaM_R"uaH.&_:-E7V67E:/2:F?>R(/AS#HOpu@Fr-SDU3\,[Wl\p*U<*`,S"1m.$i.PEH9Mi0qtnEA8p99q.)p=jLGqiMXG=s*p$]0c?\AS#G%IXYa8ildZA]tD"JS=K<>fs>GD.PrmDf<='J?[T]h_0,2$fu1g>qtBEU&C_A"]Qf!.)53atkeFTCfg>LuP:'/cD?'Zu.j6&ZPf)e;X]r<3nH55l^4-$,euW!or(*qn[D7jm$hEke8WcSgF*"[q[@K6p?FOh.3'8+.JN,XiTFKAI9qr\23YhbuR4Jj1V.%8r"U,(>[EB2iQplo@jM>,-?-s9mjN*J;=aHc$HhK#YV?-aC6PnHX`s,UbEA9Bse$j7&3:j;=MMd:u['ZL!T_%?mY?8&]]_tEjo]js7NXGl5G2_gQ<%\onDUl-+Y:17\bGOJ1Gq&?ZCs[`7un^WQBp.+?OmVV:.Ro@m]W:VTX_KK4n4De$FGbTl$daTO<$na8X+j,2n&T]#&_s*SIG.JXR+2WqX]j\d"J:@%L=2nkQ68,(gj&S]SW'ih!.Z,Bk&p(F[3L`>S_9TVm+=$E9j(.`%.6aW5[%?[]KVH>4$2J?1B7DW&KMld3JsFmI>V5I59NIaS=KNBeZ5pYY_\*kW:rE%ps@gOS;fBnDFf*`c^m;K^(AS_"UM:9?>t!u%Kc]W_P'>P.*&X=Di$"o.62nW4L7>C3d%HgGI`5'^&cf@IoTKKnaZ-FSih"6F$"jKpr8:49h\6lFQpZWp#grcD;)cU/-(bJBWb)Jd:h@IFh"9)6"+1F10eoZX`N[Ng(^^6W@,qB6`BEdJYrCd,6_b#kMbA3&e]dsHt`%miPL;&$Q!P]LgKJM"ot2;+X)DW6pH.u(q2=VTM.A>^sLGiF0W9d\]Sq<^9%\:34bkPCAIMN:XO(u@]q((-(R2G[U6duC5_ZRne/:[!!)N0eZ2b#a0e*a4O)!iTegIi]6<::AlVj]^juTQjiAVe(L!3MR57>X&)um>b'oIQ>$?76aq_L^/1iFWXW7BA6:5HPk0KZ\>F47r?TO>.r(Z7=?[bj(7n2tC042H;`dJgjI(6i%>gpR9S2ir!s"mI0(Q-in$efGD]YH\Za7!u:uK?Q)eEk0',)$LN#4k4-9HD;i#KjXp$1(lAa8?e:&rX._Sa8?a*;uZ4Dnk"iT9/iB.X^am`qr9X"<]![K'aKR$=-AK?h+>gBl#mgo$HhO6d7p[\X!dni:X/`1oCn)_?Npoq1!!!X?n`%OKOhQ#+>26]6L1+#HJoThjYq.@L,@eWG%1G\Iikr@SUo1+h2NA9NEreNj.5*?P4?DHdlAAdaDe*Hl14'RcO,o@UEaiNgJ,T%Ak&P4eW[0ukUebrK0P1,lB4p7j"onYLUo("eNq_c$B\_$\+?)6g?G1Z"SHs;nq4sg^.9!+B/Hde:_?A8d-=sj']d_\@3F^dl!!(rLTV*FuGXms4\Xsij.4Jue]!Y_bJ*PN4L-gn?3Prda.+l4[[qN1512(5hffhI3r=8o#(Wp8kaQ4"6M[r:.>\W5*k/hk/`OX"j=!rtS7[Vabg*qe+8f!ojBK]0/).bCh/UFTd7b*&eL*5s[eG<`@ud)`EY\Q/m02'*&#ujQG]Ur:.hgJY/O*Na!E+.P!%&)#Q*u`mC!4S=Ig>K,A:mp+IX8A,lQ,hVR*OZJ7huIY/!!!91jjC`,/R-A/!r:cj"#^@U_19/0]5r$;"t\VE]mfq6`5G&`0o*Q!o&@ZK)jIH-#=\\Y[u$!"+qOVAj2XeKit?p<7uss\p1U$k=2Me+#<=jXKThT5g#86]PT\kZ)Gs+>&ed&g))<*CirXbVoA[^so%=!@pYTuV;@aD^`meX3AC-UGF6?4t_Q=1G!5Z3ek72e4UU_[g?*p7r5"fB,'bs/?_Xls:[;ln=>eG;Yj9C_JPT/JfD;0eL(B=GEE:`3dZ3:LA$cB*)Q?267Z*EID>IL>$s,iG+Tr"Z[j0R&qPJuYe17k)/>*^j^i^@g>n=g?l!9rP+k!lcZEH-!.F\u(D?I%!!)]9NU5>SLjb@lc\K5:/Hfi-(1+[,ff?>@\toYf@&'^:q<4%D/mM0f]qqn(tacneO('jfAoZk09CMgY6LB!bJ5Y.DHZ&!.]:7PK?:R)G)i_hX]dO=k`R(A&])(qpqlR[Ib8G^A-[q>YUnT++O3.bEa`f.=lMfGO3s:^(^VK+:J,Fr!7J=;lA5L$GP7HhZrBkq^=RR5+qUCM8R!$G!^Xg(ZkKUC!h.!C./=8%9QpA4T-X"`@T[W6MJ?i;3-4M@\TaEH,63"YILfp)EGni/XN=rr2oN'Jb.8GX@l:)]SCF&-)\J&Jc-OYQg:<9p4W>\ql.JND+c,B$Ho2I>ZTVS=Kg(X&lLEh&%+tN`Ap[/N;dSEt(g530>kV!!()uf[s;X6'sTLSi$2FE]Ef%Df(["g<,KL0'e=6]U*_-26rTT4Y[KoErdp;a!sdh'#*'B6(Fs9p9f_8mZ*^n!9-aK;EhoA$TP)TBWb,\q\okMO;=jMK>CN+E#B7-Q7oV9sE"65NH%aYgabaB(!!((MA6#L%SZ6EB,TG#Q-RYffT0@k=$@7d6ghji\Vb`p7X2$_1Lm=5?\NsQ8HH!'e!!)(N9hc(#J>aBAh7Imk(.CqtCOceZ2^Ca2Z,^YG"$%K[q9@7ZF-XMQ3[+J[GR[+A:/2dL6QoQ+"QG_#_"h-:1'e3@lQi5Q(#'U4a1-:2':;TV*F/2:_cuOoM/M,/Q4hY$Ieb!gB7Khn=A\\jgXYE=o#O!!(*'daD$'@q2@S\8^C.DFI6`Q^:Y=*E()PkKakh:rYM.5dF6;$(.*IW628K]/JULAQZpQX=VnO:JOZf=0EZNo`kmB+CZVs!0A]h2E"1>EV]0:giCp6il-fd557Af?dPoZ2s&?f!Wq$SE9,*&jS8=E_oKfQ+FDY=D&3:_7t\?ta5PqHJphTo9pLN\WgPG)D07RQ#.[(/-^=Tc+=)dA'2h2)T.?YfNO@!!"-!o()@#pu)I3)3MlSeWQ(.p,T7&I!h/C6tVbHY7uBWeQ6G0O0PQmMMmD)G3qnf3cjFWe]W.)hQ?Y+Rl>7\SiiFOZ=oAPX&8ota;rfF.P`unjfj?ukAio36HVF-bQJ%Oi2S#Qm-O(>X]eSZI/NcEo!5;tY7ggq@))d)3i`0!!!%Ng[r:/)Qk]07\@&OB/JBP1jTHVgI&QrLEgIai!,p`,)1,hrW2M*KKuu&.QS)RlW+seZ:R>eB0E;(uaP41B5Pa@R"8N(_WiE'C6j=n-h07bUr^?!$254g6VW$Lm\>mZPH2mmBMT[h>T'>@uKr[ZC!9bmY,pdWpbX!#a_nuSc(:L/9;h^a:nm^[(1pXKgm+Sj?jP@RrH$Kc6/nA"JR@0J6SZVUdLFPB0mY(@m!!!;Ffs><#A2R;n['XAJR=tK1QS2]XDf5q=C=Geb@ocEfZVqq;?sr9LW>b/1*]@h:I!iR4q>gTCF$`5]%K:QqPE`&FW*hNTWkk?m.:kLqHhM:79Qb_cLgaN/bOI;HY^!i@#pS<'h%-e!!$D=hnFN_G+NY93=;pTE)nU.p#/$5qU[D/J?G\ULa!!$K5Ni()@[k.JE#TVjo@4XBDls$\.m:)<\lIn`J(84rP@?!'k`6$k++8E1f\/<23,)dF$@s/GAAZWu6eSM2C1lX>[.b\Phbe"onYM&]2H']6E_HW?E9:@YCU;8ki%11nQj=e##i]"VqmjCK_W`BR^-t!!#7h?k\EZba2[c=]AA=iHE8%*RjXegUD+!.rE+S"WYJP!kPcTXUY=2TF:Pipi*I0A&aJdG1>s)Rl;=)8%0*;$Obuk)NR",oLQUV#64ac0cVD*euD`nc-;7&m0X4/\_67TIee]'5U.KuD?]S:bC'No!!'TcVE8^7gpj'&f%+j$`c3farVH13Q^3u)a/q1Iq>'3G[+TV4l2ZbpAUbGOJiibN'8B7ao):!!!#["f4B[rV,4Fc#m>l<2@3mp@\))'W];U0-*/<4aCj#!!!#`6YQu#oCMdkbM'@>[5ZLoDsO/gO4M$II^sh"0#(*c!!"-QaN=F+5D]:/j\*<]1uZF-q!mD?.[`dZ?G+?t!s/H&8MbJ+:JoI+`.!'&F':2Xj^%^K=WA6$Pj!!;$:KD'g+8=0Gs#=MBu_'9C0/j,ZE*29t(8hE2S!00OXR84lM6YpBDN!$k*==rP6R"U52%3s!5(Ynl@%[1$,0$?Za1=^11t64.rV\7ku&[B_(WEDm>?dY,'Xd^3)W[R4ZkikZ+l\#1E8W.**lKA;o@59!<<,X"nI&4(J@b3=t5V.*^+hV;IOs#]KgZQLo*n9IeMH-P^d.Up>*?)UC0hh5-=d)!<<,XSVW(-RkhN/7^OO4-@\.b-\XnBFRsE=ihgkU3%e3-r=coUnje`UIM4h&/H%Ym@sgb!"^2^N<]t8XL)90V5;ti@9=GH^ANKZqDBoqf\"iD>A>`=nGN*'AV1[5([p(cMf?MXSNF6-XoJG%@Sp!"0lc2@L&'H4E?hqZrqPLa8qYg3It-##1AlTKDqD-4O/7[8C&pb%Pa%E&3d$=-6)RJKWiE(DGch#H!+LNGr8P\R'h0`:4IebFldi25[$dnmWN)<@\ogY2""ed47rm&,e#faSl)mTQ:?L`5!WW4VMh?Wa11GumL)`DAg=tAGmGX[er^jUN-722I)_GoMn)!Hlj$WV85p.9mJ>\//!!%P#=0GrO9V+@Lm58P%SDi]e!WW4.""cllJq>iX4u'$=n2%S!!!#[b3,CH:,%Wk_#pa14b!q&>LL[U>dU_LaR;f;?!!&\%\``^Cu2g-bXVa8!$DXTR1if5CrnBa:.\$nA]+$>]6ODW!9bO.aDuHIB"0fW1_c9&`s'BG$ig8-pkRp#R$3A**`NiBp?gTj+!)5M"q;Kha2a,3'EA+5j@aN61:!;Tj(W+;`dG%a=V9mH.Okc2#S?BHZY%H3/hRp;nGrUiF9#i-J,8CWKaB&\5Tt+7gc6q"@nc*T$`P"qQ/]mKKKfHpe&!75H8h;+2R4`]V>g+1:chAHS-%+N_BVl-FCDd?LK8^7jC-.f;*'=(mE!!)YFkic[^RV5k->[:W[1ULI$p.\Jng8PXKJ_/q(G9[H$O[aIXZ*K'cr!3H_2!2,B@77FJdfZ7)DXq(sNrUeQ7\X@lb(O!*7?G1Z).o90A9q)n;)_5e.!rr>b34ZT1CgL*jh\r1+^.+aWNYa?Tbg4TOX!%KD!;%(':JYSlChmfZp^(,hq"srL*^*\*o=eh]Rafhd8f;;RKTrQD]=)G&VVHQSZ*CR?ZZB_jVXSF,!!!#s+'D`Lbb=(op$5-D@2dDaDr/,eA]b^HXSr(moBA#F.4?c"IJ``?]=[ss]mCPH=>5!hi30lkWaWf"FmIUqd\KHi%NU#ni[(nCQ1_d)FJ3NT)!69N]'E~>endstream endobj -26 0 obj +31 0 obj << /BitsPerComponent 8 /ColorSpace /DeviceGray /Decode [ 0 1 ] /Filter [ /ASCII85Decode /FlateDecode ] /Height 523 /Length 102 /Subtype /Image /Type /XObject /Width 535 @@ -209,11 +247,11 @@ endobj stream Gb"0;0`_7S!5bE.WFlYNTE"rlzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzzz%La%hpV[~>endstream endobj -27 0 obj +32 0 obj << -/Contents 85 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 72 0 R /Resources << +/Contents 93 0 R /MediaBox [ 0 0 595.2756 841.8898 ] /Parent 79 0 R /Resources << /Font 1 0 R /ProcSet [ /PDF /Text /ImageB /ImageC /ImageI ] /XObject << -/FormXob.d3ecd28ca03f587d6940049748681018 3 0 R /FormXob.fc331aff86ff817ecac4c4ce4b2ecd3a 25 0 R +/FormXob.d3ecd28ca03f587d6940049748681018 3 0 R /FormXob.fc331aff86ff817ecac4c4ce4b2ecd3a 30 0 R >> >> /Rotate 0 /Trans << @@ -221,243 +259,253 @@ endobj /Type /Page >> endobj -28 0 obj -<< -/Outlines 30 0 R /PageLabels 86 0 R /PageMode /UseNone /Pages 72 0 R /Type /Catalog ->> -endobj -29 0 obj -<< -/Author () /CreationDate (D:20260415143705-04'00') /Creator (\(unspecified\)) /Keywords () /ModDate (D:20260415143705-04'00') /Producer (ReportLab PDF Library - \(opensource\)) - /Subject (\(unspecified\)) /Title () /Trapped /False ->> -endobj -30 0 obj -<< -/Count 50 /First 31 0 R /Last 31 0 R /Type /Outlines ->> -endobj -31 0 obj -<< -/Count 40 /Dest [ 10 0 R /XYZ 57.02362 525.9477 0 ] /First 32 0 R /Last 71 0 R /Parent 30 0 R /Title (Feedback Is All You Need) ->> -endobj -32 0 obj -<< -/Dest [ 10 0 R /XYZ 57.02362 370.4013 0 ] /Next 33 0 R /Parent 31 0 R /Title (Abstract) ->> -endobj 33 0 obj << -/Dest [ 11 0 R /XYZ 57.02362 765.0236 0 ] /Next 34 0 R /Parent 31 0 R /Prev 32 0 R /Title (1. The Problem: Interpreters That Cannot Feed Back) +/Outlines 35 0 R /PageLabels 94 0 R /PageMode /UseNone /Pages 79 0 R /Type /Catalog >> endobj 34 0 obj << -/Count 2 /Dest [ 11 0 R /XYZ 57.02362 557.8236 0 ] /First 35 0 R /Last 36 0 R /Next 37 0 R /Parent 31 0 R - /Prev 33 0 R /Title (2. Architecture: One File, Two Evaluators) +/Author () /CreationDate (D:20260415144154-04'00') /Creator (\(unspecified\)) /Keywords () /ModDate (D:20260415144154-04'00') /Producer (ReportLab PDF Library - \(opensource\)) + /Subject (\(unspecified\)) /Title () /Trapped /False >> endobj 35 0 obj << -/Dest [ 11 0 R /XYZ 57.02362 372.6236 0 ] /Next 36 0 R /Parent 34 0 R /Title (2.1 Type System) +/Count 52 /First 36 0 R /Last 36 0 R /Type /Outlines >> endobj 36 0 obj << -/Dest [ 11 0 R /XYZ 57.02362 136.6236 0 ] /Parent 34 0 R /Prev 35 0 R /Title (2.2 The Bytecode) +/Count 42 /Dest [ 10 0 R /XYZ 57.02362 525.9477 0 ] /First 37 0 R /Last 78 0 R /Parent 35 0 R /Title (Feedback Is All You Need) >> endobj 37 0 obj << -/Dest [ 12 0 R /XYZ 57.02362 411.0236 0 ] /Next 38 0 R /Parent 31 0 R /Prev 34 0 R /Title (3. The Explicit Frame Stack) +/Dest [ 10 0 R /XYZ 57.02362 370.4013 0 ] /Next 38 0 R /Parent 36 0 R /Title (Abstract) >> endobj 38 0 obj << -/Count 2 /Dest [ 13 0 R /XYZ 57.02362 711.0236 0 ] /First 39 0 R /Last 40 0 R /Next 41 0 R /Parent 31 0 R - /Prev 37 0 R /Title (4. Continuations: Feedback as a Data Structure) +/Dest [ 11 0 R /XYZ 57.02362 765.0236 0 ] /Next 39 0 R /Parent 36 0 R /Prev 37 0 R /Title (1. The Problem: Interpreters That Cannot Feed Back) >> endobj 39 0 obj << -/Dest [ 13 0 R /XYZ 57.02362 303.4236 0 ] /Next 40 0 R /Parent 38 0 R /Title (4.1 Generators from Continuations) +/Count 2 /Dest [ 11 0 R /XYZ 57.02362 557.8236 0 ] /First 40 0 R /Last 41 0 R /Next 42 0 R /Parent 36 0 R + /Prev 38 0 R /Title (2. Architecture: One File, Two Evaluators) >> endobj 40 0 obj << -/Dest [ 15 0 R /XYZ 57.02362 727.0236 0 ] /Parent 38 0 R /Prev 39 0 R /Title (4.2 Why "Feedback Is All You Need") +/Dest [ 11 0 R /XYZ 57.02362 372.6236 0 ] /Next 41 0 R /Parent 39 0 R /Title (2.1 Type System) >> endobj 41 0 obj << -/Count 3 /Dest [ 15 0 R /XYZ 57.02362 553.0236 0 ] /First 42 0 R /Last 44 0 R /Next 45 0 R /Parent 31 0 R - /Prev 38 0 R /Title (5. Optimizations) +/Dest [ 11 0 R /XYZ 57.02362 136.6236 0 ] /Parent 39 0 R /Prev 40 0 R /Title (2.2 The Bytecode) >> endobj 42 0 obj << -/Dest [ 15 0 R /XYZ 57.02362 525.8236 0 ] /Next 43 0 R /Parent 41 0 R /Title (5.1 Peephole Optimizer) +/Dest [ 12 0 R /XYZ 57.02362 411.0236 0 ] /Next 43 0 R /Parent 36 0 R /Prev 39 0 R /Title (3. The Explicit Frame Stack) >> endobj 43 0 obj << -/Dest [ 15 0 R /XYZ 57.02362 379.8236 0 ] /Next 44 0 R /Parent 41 0 R /Prev 42 0 R /Title (5.2 Inline Cache) +/Count 2 /Dest [ 13 0 R /XYZ 57.02362 711.0236 0 ] /First 44 0 R /Last 45 0 R /Next 46 0 R /Parent 36 0 R + /Prev 42 0 R /Title (4. Continuations: Feedback as a Data Structure) >> endobj 44 0 obj << -/Dest [ 15 0 R /XYZ 57.02362 179.8236 0 ] /Parent 41 0 R /Prev 43 0 R /Title (5.3 Constant Folding) +/Dest [ 13 0 R /XYZ 57.02362 303.4236 0 ] /Next 45 0 R /Parent 43 0 R /Title (4.1 Generators from Continuations) >> endobj 45 0 obj << -/Count 3 /Dest [ 16 0 R /XYZ 57.02362 723.0236 0 ] /First 46 0 R /Last 48 0 R /Next 49 0 R /Parent 31 0 R - /Prev 41 0 R /Title (6. Benchmarks: Three Evaluators vs CPython) +/Dest [ 15 0 R /XYZ 57.02362 727.0236 0 ] /Parent 43 0 R /Prev 44 0 R /Title (4.2 Why "Feedback Is All You Need") >> endobj 46 0 obj << -/Dest [ 16 0 R /XYZ 57.02362 663.8236 0 ] /Next 47 0 R /Parent 45 0 R /Title (6.1 Raw Results) +/Count 3 /Dest [ 15 0 R /XYZ 57.02362 553.0236 0 ] /First 47 0 R /Last 49 0 R /Next 50 0 R /Parent 36 0 R + /Prev 43 0 R /Title (5. Optimizations) >> endobj 47 0 obj << -/Dest [ 16 0 R /XYZ 57.02362 397.8236 0 ] /Next 48 0 R /Parent 45 0 R /Prev 46 0 R /Title (6.2 Analysis) +/Dest [ 15 0 R /XYZ 57.02362 525.8236 0 ] /Next 48 0 R /Parent 46 0 R /Title (5.1 Peephole Optimizer) >> endobj 48 0 obj << -/Dest [ 16 0 R /XYZ 57.02362 191.8236 0 ] /Parent 45 0 R /Prev 47 0 R /Title (6.3 What the Benchmarks Test) +/Dest [ 15 0 R /XYZ 57.02362 379.8236 0 ] /Next 49 0 R /Parent 46 0 R /Prev 47 0 R /Title (5.2 Inline Cache) >> endobj 49 0 obj << -/Count 4 /Dest [ 17 0 R /XYZ 57.02362 699.0236 0 ] /First 50 0 R /Last 53 0 R /Next 54 0 R /Parent 31 0 R - /Prev 45 0 R /Title (7. Portal: Machine State Serialization) +/Dest [ 15 0 R /XYZ 57.02362 179.8236 0 ] /Parent 46 0 R /Prev 48 0 R /Title (5.3 Constant Folding) >> endobj 50 0 obj << -/Dest [ 17 0 R /XYZ 57.02362 639.8236 0 ] /Next 51 0 R /Parent 49 0 R /Title (7.1 Serialization) +/Count 3 /Dest [ 16 0 R /XYZ 57.02362 723.0236 0 ] /First 51 0 R /Last 53 0 R /Next 54 0 R /Parent 36 0 R + /Prev 46 0 R /Title (6. Benchmarks: Three Evaluators vs CPython) >> endobj 51 0 obj << -/Dest [ 17 0 R /XYZ 57.02362 487.8236 0 ] /Next 52 0 R /Parent 49 0 R /Prev 50 0 R /Title (7.2 Deserialization) +/Dest [ 16 0 R /XYZ 57.02362 663.8236 0 ] /Next 52 0 R /Parent 50 0 R /Title (6.1 Raw Results) >> endobj 52 0 obj << -/Dest [ 17 0 R /XYZ 57.02362 377.8236 0 ] /Next 53 0 R /Parent 49 0 R /Prev 51 0 R /Title (7.3 Checkpoint & Resume) +/Dest [ 16 0 R /XYZ 57.02362 397.8236 0 ] /Next 53 0 R /Parent 50 0 R /Prev 51 0 R /Title (6.2 Analysis) >> endobj 53 0 obj << -/Dest [ 18 0 R /XYZ 57.02362 765.0236 0 ] /Parent 49 0 R /Prev 52 0 R /Title (7.4 Use Case: Distributed Primality Testing) +/Dest [ 16 0 R /XYZ 57.02362 191.8236 0 ] /Parent 50 0 R /Prev 52 0 R /Title (6.3 What the Benchmarks Test) >> endobj 54 0 obj << -/Count 6 /Dest [ 18 0 R /XYZ 57.02362 564.2236 0 ] /First 55 0 R /Last 60 0 R /Next 61 0 R /Parent 31 0 R - /Prev 49 0 R /Title (8. The EML Universality Proof) +/Count 4 /Dest [ 17 0 R /XYZ 57.02362 699.0236 0 ] /First 55 0 R /Last 58 0 R /Next 59 0 R /Parent 36 0 R + /Prev 50 0 R /Title (7. Portal: Machine State Serialization) >> endobj 55 0 obj << -/Dest [ 18 0 R /XYZ 57.02362 487.0236 0 ] /Next 56 0 R /Parent 54 0 R /Title (8.1 The Operator) +/Dest [ 17 0 R /XYZ 57.02362 639.8236 0 ] /Next 56 0 R /Parent 54 0 R /Title (7.1 Serialization) >> endobj 56 0 obj << -/Dest [ 18 0 R /XYZ 57.02362 410.2236 0 ] /Next 57 0 R /Parent 54 0 R /Prev 55 0 R /Title (8.2 Stage 1: Core Functions \(Depth 1--3\)) +/Dest [ 17 0 R /XYZ 57.02362 487.8236 0 ] /Next 57 0 R /Parent 54 0 R /Prev 55 0 R /Title (7.2 Deserialization) >> endobj 57 0 obj << -/Dest [ 18 0 R /XYZ 57.02362 290.2236 0 ] /Next 58 0 R /Parent 54 0 R /Prev 56 0 R /Title (8.3 Stage 2: Arithmetic) +/Dest [ 17 0 R /XYZ 57.02362 377.8236 0 ] /Next 58 0 R /Parent 54 0 R /Prev 56 0 R /Title (7.3 Checkpoint & Resume) >> endobj 58 0 obj << -/Dest [ 18 0 R /XYZ 57.02362 175.8236 0 ] /Next 59 0 R /Parent 54 0 R /Prev 57 0 R /Title (8.4 Stage 3: Complex Plane Access) +/Dest [ 18 0 R /XYZ 57.02362 765.0236 0 ] /Parent 54 0 R /Prev 57 0 R /Title (7.4 Use Case: Distributed Primality Testing) >> endobj 59 0 obj << -/Dest [ 19 0 R /XYZ 57.02362 765.0236 0 ] /Next 60 0 R /Parent 54 0 R /Prev 58 0 R /Title (8.5 Stage 4: Trigonometry via Euler) +/Count 6 /Dest [ 18 0 R /XYZ 57.02362 564.2236 0 ] /First 60 0 R /Last 65 0 R /Next 66 0 R /Parent 36 0 R + /Prev 54 0 R /Title (8. The EML Universality Proof) >> endobj 60 0 obj << -/Dest [ 19 0 R /XYZ 57.02362 669.0236 0 ] /Parent 54 0 R /Prev 59 0 R /Title (8.6 Verification & Friction Analysis) +/Dest [ 18 0 R /XYZ 57.02362 487.0236 0 ] /Next 61 0 R /Parent 59 0 R /Title (8.1 The Operator) >> endobj 61 0 obj << -/Dest [ 19 0 R /XYZ 57.02362 165.8236 0 ] /Next 62 0 R /Parent 31 0 R /Prev 54 0 R /Title (9. Language Coverage) +/Dest [ 18 0 R /XYZ 57.02362 410.2236 0 ] /Next 62 0 R /Parent 59 0 R /Prev 60 0 R /Title (8.2 Stage 1: Core Functions \(Depth 1--3\)) >> endobj 62 0 obj << -/Dest [ 21 0 R /XYZ 57.02362 621.0236 0 ] /Next 63 0 R /Parent 31 0 R /Prev 61 0 R /Title (10. Relationship to Companion Papers) +/Dest [ 18 0 R /XYZ 57.02362 290.2236 0 ] /Next 63 0 R /Parent 59 0 R /Prev 61 0 R /Title (8.3 Stage 2: Arithmetic) >> endobj 63 0 obj << -/Count 1 /Dest [ 21 0 R /XYZ 57.02362 371.8236 0 ] /First 64 0 R /Last 64 0 R /Next 65 0 R /Parent 31 0 R - /Prev 62 0 R /Title (11. Four Implementations, One Language) +/Dest [ 18 0 R /XYZ 57.02362 175.8236 0 ] /Next 64 0 R /Parent 59 0 R /Prev 62 0 R /Title (8.4 Stage 3: Complex Plane Access) >> endobj 64 0 obj << -/Dest [ 22 0 R /XYZ 57.02362 715.0236 0 ] /Parent 63 0 R /Title (11.1 Test Coverage) +/Dest [ 19 0 R /XYZ 57.02362 765.0236 0 ] /Next 65 0 R /Parent 59 0 R /Prev 63 0 R /Title (8.5 Stage 4: Trigonometry via Euler) >> endobj 65 0 obj << -/Count 3 /Dest [ 22 0 R /XYZ 57.02362 559.0236 0 ] /First 66 0 R /Last 68 0 R /Next 69 0 R /Parent 31 0 R - /Prev 63 0 R /Title (12. MOAD Audit: Fixing What We Built) +/Dest [ 19 0 R /XYZ 57.02362 669.0236 0 ] /Parent 59 0 R /Prev 64 0 R /Title (8.6 Verification & Friction Analysis) >> endobj 66 0 obj << -/Dest [ 22 0 R /XYZ 57.02362 511.8236 0 ] /Next 67 0 R /Parent 65 0 R /Title (12.1 MOAD-0001: The Sedimentary Defect in Our Own Code) +/Dest [ 19 0 R /XYZ 57.02362 165.8236 0 ] /Next 67 0 R /Parent 36 0 R /Prev 59 0 R /Title (9. Language Coverage) >> endobj 67 0 obj << -/Dest [ 22 0 R /XYZ 57.02362 143.0236 0 ] /Next 68 0 R /Parent 65 0 R /Prev 66 0 R /Title (12.2 MOAD-0002: The Intertangle in Our Own Design) +/Dest [ 21 0 R /XYZ 57.02362 621.0236 0 ] /Next 68 0 R /Parent 36 0 R /Prev 66 0 R /Title (10. Relationship to Companion Papers) >> endobj 68 0 obj << -/Dest [ 24 0 R /XYZ 57.02362 583.0236 0 ] /Parent 65 0 R /Prev 67 0 R /Title (12.3 Our Shared Infrastructure) +/Count 1 /Dest [ 21 0 R /XYZ 57.02362 371.8236 0 ] /First 69 0 R /Last 69 0 R /Next 70 0 R /Parent 36 0 R + /Prev 67 0 R /Title (11. Four Implementations, One Language) >> endobj 69 0 obj << -/Dest [ 24 0 R /XYZ 57.02362 367.0236 0 ] /Next 70 0 R /Parent 31 0 R /Prev 65 0 R /Title (13. Future Work) +/Dest [ 22 0 R /XYZ 57.02362 715.0236 0 ] /Parent 68 0 R /Title (11.1 Test Coverage) >> endobj 70 0 obj << -/Dest [ 24 0 R /XYZ 57.02362 213.8236 0 ] /Next 71 0 R /Parent 31 0 R /Prev 69 0 R /Title (Citation) +/Count 3 /Dest [ 22 0 R /XYZ 57.02362 559.0236 0 ] /First 71 0 R /Last 73 0 R /Next 74 0 R /Parent 36 0 R + /Prev 68 0 R /Title (12. MOAD Audit: Fixing What We Built) >> endobj 71 0 obj << -/Dest [ 24 0 R /XYZ 57.02362 132.6236 0 ] /Parent 31 0 R /Prev 70 0 R /Title (License) +/Dest [ 22 0 R /XYZ 57.02362 511.8236 0 ] /Next 72 0 R /Parent 70 0 R /Title (12.1 MOAD-0001: The Sedimentary Defect in Our Own Code) >> endobj 72 0 obj << -/Count 13 /Kids [ 10 0 R 11 0 R 12 0 R 13 0 R 15 0 R 16 0 R 17 0 R 18 0 R 19 0 R 21 0 R - 22 0 R 24 0 R 27 0 R ] /Type /Pages +/Dest [ 22 0 R /XYZ 57.02362 143.0236 0 ] /Next 73 0 R /Parent 70 0 R /Prev 71 0 R /Title (12.2 MOAD-0002: The Intertangle in Our Own Design) >> endobj 73 0 obj << +/Dest [ 26 0 R /XYZ 57.02362 583.0236 0 ] /Parent 70 0 R /Prev 72 0 R /Title (12.3 Our Shared Infrastructure) +>> +endobj +74 0 obj +<< +/Dest [ 26 0 R /XYZ 57.02362 367.0236 0 ] /Next 75 0 R /Parent 36 0 R /Prev 70 0 R /Title (13. Future Work) +>> +endobj +75 0 obj +<< +/Dest [ 26 0 R /XYZ 57.02362 213.8236 0 ] /Next 76 0 R /Parent 36 0 R /Prev 74 0 R /Title (14. The Defect in the Model) +>> +endobj +76 0 obj +<< +/Dest [ 29 0 R /XYZ 57.02362 231.0236 0 ] /Next 77 0 R /Parent 36 0 R /Prev 75 0 R /Title (Citation) +>> +endobj +77 0 obj +<< +/Dest [ 29 0 R /XYZ 57.02362 149.8236 0 ] /Next 78 0 R /Parent 36 0 R /Prev 76 0 R /Title (References) +>> +endobj +78 0 obj +<< +/Dest [ 32 0 R /XYZ 57.02362 765.0236 0 ] /Parent 36 0 R /Prev 77 0 R /Title (License) +>> +endobj +79 0 obj +<< +/Count 14 /Kids [ 10 0 R 11 0 R 12 0 R 13 0 R 15 0 R 16 0 R 17 0 R 18 0 R 19 0 R 21 0 R + 22 0 R 26 0 R 29 0 R 32 0 R ] /Type /Pages +>> +endobj +80 0 obj +<< /Length 4139 >> stream @@ -568,7 +616,7 @@ Q endstream endobj -74 0 obj +81 0 obj << /Length 8838 >> @@ -875,7 +923,7 @@ Q endstream endobj -75 0 obj +82 0 obj << /Length 6882 >> @@ -1207,7 +1255,7 @@ Q endstream endobj -76 0 obj +83 0 obj << /Length 7084 >> @@ -1572,7 +1620,7 @@ Q endstream endobj -77 0 obj +84 0 obj << /Length 9324 >> @@ -2035,7 +2083,7 @@ Q endstream endobj -78 0 obj +85 0 obj << /Length 12432 >> @@ -2714,7 +2762,7 @@ Q endstream endobj -79 0 obj +86 0 obj << /Length 7218 >> @@ -3134,7 +3182,7 @@ Q endstream endobj -80 0 obj +87 0 obj << /Length 6103 >> @@ -3319,7 +3367,7 @@ Q endstream endobj -81 0 obj +88 0 obj << /Length 10228 >> @@ -3669,7 +3717,7 @@ Q endstream endobj -82 0 obj +89 0 obj << /Length 11180 >> @@ -4171,7 +4219,7 @@ Q endstream endobj -83 0 obj +90 0 obj << /Length 6883 >> @@ -4442,9 +4490,9 @@ Q endstream endobj -84 0 obj +91 0 obj << -/Length 7110 +/Length 7705 >> stream 1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET @@ -4685,11 +4733,228 @@ Q q 1 0 0 1 57.02362 200.6236 cm q +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (14. The Defect in the Model) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 180.6236 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (This paper is evidence of a problem that extends beyond any single codebase.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 114.6236 cm +q +BT 1 0 0 1 0 50 Tm .653022 Tw 12 TL /F1 10 Tf 0 0 0 rg (On April 4, 2026, ) Tj 0 .4 .6 rg (russell@unturf) Tj 0 0 0 rg ( published ) Tj 0 .4 .6 rg ("Stress on Our Shared Heart") Tj 0 0 0 rg ( \227 a systematic analysis of 1,264) Tj T* 0 Tw .998334 Tw (MOAD defects across 60+ ecosystems, 18 programming languages, with 919 patches written. The central) Tj T* 0 Tw 2.218835 Tw (finding: O\(N\262\) sedimentary defects compound across architectural layers, creating invisible performance) Tj T* 0 Tw .27131 Tw (taxation on every downstream consumer. A single bottleneck multiplies against every other bottleneck in the) Tj T* 0 Tw (dependency chain.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 84.62362 cm +q +0 0 0 rg +BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL 2.113022 Tw (On April 13--14, 2026 \227 nine days later \227 the machine learning agent that built uncommonlisp wrote) Tj T* 0 Tw (MOAD-0001 into fresh code. Twice.) Tj T* ET +Q +Q + +endstream +endobj +92 0 obj +<< +/Length 6975 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET +q +1 0 0 1 57.02362 705.0236 cm +q +BT 1 0 0 1 0 50 Tm 1.989873 Tw 12 TL /F5 10 Tf 0 0 0 rg (intern_symbol) Tj /F1 10 Tf ( in the assembly implementation: a linear scan through all interned symbols. O\(N\) per) Tj T* 0 Tw 1.841147 Tw (lookup. The exact pattern described in "Stress on Our Shared Heart." The exact pattern the agent was) Tj T* 0 Tw 3.328647 Tw (explicitly instructed to avoid. The agent had the full MOAD taxonomy in its context window. It had) Tj T* 0 Tw 2.822739 Tw /F5 10 Tf (BLACKOPS.md) Tj /F1 10 Tf ( defining all five MOADs. It had the undefect.com mission statement. And it still wrote) Tj T* 0 Tw /F5 10 Tf (jmp) Tj ( ) Tj (.isym_search) Tj /F1 10 Tf ( instead of a hash table.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 675.0236 cm +q +BT 1 0 0 1 0 14 Tm 1.541835 Tw 12 TL /F5 10 Tf 0 0 0 rg (list.index\(\)) Tj /F1 10 Tf ( in the Python implementation's ) Tj /F5 10 Tf (_define_record_type) Tj /F1 10 Tf (: linear search for field position.) Tj T* 0 Tw (O\(N\) where O\(1\) was trivial. Same defect. Same context. Same failure.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 657.0236 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (The commit history proves it:) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 651.0236 cm +Q +q +1 0 0 1 57.02362 651.0236 cm +Q +q +1 0 0 1 57.02362 639.0236 cm +q +0 0 0 rg +BT /F1 10 Tf 12 TL ET +q +1 0 0 1 6 -3 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F5 10 Tf 12 TL 8 0 Td (\177) Tj T* -8 0 Td ET +Q +Q +q +1 0 0 1 23 -3 cm +q +BT 1 0 0 1 0 2 Tm 12 TL /F5 10 Tf 0 0 0 rg (f72190d) Tj /F1 10 Tf ( \(April 13\): Initial implementation \227 no MOADs audited) Tj T* ET +Q +Q +q +Q +Q +Q +q +1 0 0 1 57.02362 633.0236 cm +Q +q +1 0 0 1 57.02362 621.0236 cm +q +0 0 0 rg +BT /F1 10 Tf 12 TL ET +q +1 0 0 1 6 -3 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F5 10 Tf 12 TL 8 0 Td (\177) Tj T* -8 0 Td ET +Q +Q +q +1 0 0 1 23 -3 cm +q +BT 1 0 0 1 0 2 Tm 12 TL /F5 10 Tf 0 0 0 rg (d373f80) Tj /F1 10 Tf ( \(April 14\): JIT added \227 new code, new MOAD-0001 in assembly) Tj T* ET +Q +Q +q +Q +Q +Q +q +1 0 0 1 57.02362 615.0236 cm +Q +q +1 0 0 1 57.02362 603.0236 cm +q +0 0 0 rg +BT /F1 10 Tf 12 TL ET +q +1 0 0 1 6 -3 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F5 10 Tf 12 TL 8 0 Td (\177) Tj T* -8 0 Td ET +Q +Q +q +1 0 0 1 23 -3 cm +q +BT 1 0 0 1 0 2 Tm 12 TL /F5 10 Tf 0 0 0 rg (22571fa) Tj /F1 10 Tf ( \(April 15\): MOAD-0001 fixed \227 only after explicit audit) Tj T* ET +Q +Q +q +Q +Q +Q +q +1 0 0 1 57.02362 585.0236 cm +Q +q +1 0 0 1 57.02362 567.0236 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F3 10 Tf 12 TL (The defect is in the model, not the programmer.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 513.0236 cm +q +BT 1 0 0 1 0 38 Tm 5.336796 Tw 12 TL /F1 10 Tf 0 0 0 rg (Language models learn from training data. The training data contains millions of linear scans,) Tj T* 0 Tw 3.434395 Tw /F5 10 Tf (list.contains) Tj /F1 10 Tf ( calls, ) Tj /F5 10 Tf (std::find) Tj /F1 10 Tf ( inside loops, ) Tj /F5 10 Tf (array.indexOf) Tj /F1 10 Tf ( in hot paths. These patterns are) Tj T* 0 Tw .94631 Tw (statistically dominant. When a model generates code, it reproduces the dominant patterns from its training) Tj T* 0 Tw (distribution \227 including the sedimentary defects.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 471.0236 cm +q +0 0 0 rg +BT 1 0 0 1 0 26 Tm /F1 10 Tf 12 TL .029897 Tw (Cantor formalized set theory in 1874. Hash tables were implemented in 1953. The O\(1\) membership test has) Tj T* 0 Tw .363241 Tw (been known for 152 years and available in every language for 73 years. Yet language models still default to) Tj T* 0 Tw (O\(N\) because O\(N\) is what most code does. The training data is the sediment.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 429.0236 cm +q +BT 1 0 0 1 0 26 Tm 2.359862 Tw 12 TL /F3 10 Tf 0 0 0 rg (This means every machine learning agent generating code today is propagating MOAD-0001 by) Tj T* 0 Tw .91789 Tw (default.) Tj /F1 10 Tf ( Not because the solutions are unknown. Not because the agents lack capability. But because the) Tj T* 0 Tw (statistical distribution of training data encodes the defect as the norm.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 387.0236 cm +q +BT 1 0 0 1 0 26 Tm .412917 Tw 12 TL /F1 10 Tf 0 0 0 rg (The fix is not to patch individual outputs. The fix is to teach models that ) Tj /F3 10 Tf (O\(1\) is the default) Tj /F1 10 Tf ( for membership) Tj T* 0 Tw 4.550556 Tw (tests, lookups, and deduplication. That ) Tj /F5 10 Tf (set\(\)) Tj /F1 10 Tf ( is not an optimization \227 it is the baseline. That) Tj T* 0 Tw /F5 10 Tf (list.contains) Tj /F1 10 Tf ( inside a loop is a defect, not a pattern.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 345.0236 cm +q +0 0 0 rg +BT 1 0 0 1 0 26 Tm /F1 10 Tf 12 TL 1.790491 Tw (Until that teaching happens at the training level, every agent needs a MOAD audit pass on every code) Tj T* 0 Tw 1.596373 Tw (generation. This paper \227 with its commit history showing the defect introduced and then fixed \227 is the) Tj T* 0 Tw (evidence that the audit is necessary.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 339.0236 cm +Q +q +1 0 0 1 57.02362 297.0236 cm +q +0 0 0 rg +BT /F1 10 Tf 12 TL ET +BT 1 0 0 1 0 2 Tm T* ET +q +1 0 0 1 20 18 cm +q +0 0 0 rg +BT 1 0 0 1 0 14 Tm /F4 10 Tf 12 TL 1.629168 Tw ("A 1,000\327 slowdown in our connection pooler multiplies against a 66\327 slowdown in our framework's) Tj T* 0 Tw (header matching, against a 500\327 overhead in our TLS handshake.") Tj T* ET +Q +Q +q +1 0 0 1 20 0 cm +q +BT 1 0 0 1 0 2 Tm 216.5383 0 Td 12 TL /F1 10 Tf 0 .4 .6 rg (Stress on Our Shared Heart) Tj 0 0 0 rg (, ) Tj 0 .4 .6 rg (russell@unturf) Tj 0 0 0 rg (, April 2026) Tj T* -216.5383 0 Td ET +Q +Q +q +Q +Q +Q +q +1 0 0 1 57.02362 297.0236 cm +Q +q +1 0 0 1 57.02362 267.0236 cm +q +0 0 0 rg +BT 1 0 0 1 0 14 Tm /F1 10 Tf 12 TL 1.253223 Tw (The stress is real. The compound burden is measurable. And the models that generate our infrastructure) Tj T* 0 Tw (carry the defect in their weights.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 249.0236 cm +q +0 0 0 rg +BT 1 0 0 1 0 2 Tm /F1 10 Tf 12 TL (This paper is the proof. The commit history is the evidence. The fix starts with awareness.) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 217.8236 cm +q BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (Citation) Tj T* ET Q Q q -1 0 0 1 57.02362 150.6236 cm +1 0 0 1 57.02362 167.8236 cm q q 1 0 0 1 0 0 cm @@ -4710,25 +4975,52 @@ Q Q Q q -1 0 0 1 57.02362 119.4236 cm +1 0 0 1 57.02362 136.6236 cm +q +BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (References) Tj T* ET +Q +Q +q +1 0 0 1 57.02362 86.62362 cm +q +q +1 0 0 1 0 0 cm +q +1 0 0 1 6.6 6.6 cm +q +.662745 .662745 .662745 RG +.5 w +.960784 .960784 .960784 rg +n -6 -6 480.0283 40.8 re B* +Q +q +0 0 0 rg +BT 1 0 0 1 0 20.8 Tm /F5 8 Tf 9.6 TL (russell@unturf. "Stress on Our Shared Heart.") Tj T* (undefect.com, April 2026.) Tj T* (https://undefect.com/public/stress-on-our-shared-heart/) Tj T* ET +Q +Q +Q +Q +Q + +endstream +endobj +93 0 obj +<< +/Length 1048 +>> +stream +1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET +q +1 0 0 1 57.02362 751.8236 cm q BT 1 0 0 1 0 2.2 Tm 13.2 TL /F2 11 Tf .133333 .133333 .133333 rg (License) Tj T* ET Q Q q -1 0 0 1 57.02362 103.4236 cm +1 0 0 1 57.02362 735.8236 cm Q - -endstream -endobj -85 0 obj -<< -/Length 894 ->> -stream -1 0 0 1 0 0 cm BT /F1 12 Tf 14.4 TL ET q -1 0 0 1 57.02362 561.9477 cm +1 0 0 1 57.02362 532.7477 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -4744,13 +5036,13 @@ Q Q Q q -1 0 0 1 57.02362 553.9477 cm +1 0 0 1 57.02362 524.7477 cm Q q -1 0 0 1 57.02362 545.9477 cm +1 0 0 1 57.02362 516.7477 cm Q q -1 0 0 1 57.02362 347.2922 cm +1 0 0 1 57.02362 318.0922 cm q 0 0 0 rg BT /F1 10 Tf 12 TL ET @@ -4766,17 +5058,17 @@ Q Q Q q -1 0 0 1 57.02362 339.2922 cm +1 0 0 1 57.02362 310.0922 cm Q q -1 0 0 1 57.02362 321.2922 cm +1 0 0 1 57.02362 292.0922 cm q 0 0 0 rg BT 1 0 0 1 0 2 Tm /F4 10 Tf 12 TL 155.3042 0 Td (GNU Affero General Public License v3) Tj T* -155.3042 0 Td ET Q Q q -1 0 0 1 57.02362 290.4922 cm +1 0 0 1 57.02362 261.2922 cm q q 1 0 0 1 0 0 cm @@ -4799,80 +5091,85 @@ Q endstream endobj -86 0 obj -<< -/Nums [ 0 87 0 R 1 88 0 R 2 89 0 R 3 90 0 R 4 91 0 R - 5 92 0 R 6 93 0 R 7 94 0 R 8 95 0 R 9 96 0 R - 10 97 0 R 11 98 0 R 12 99 0 R ] ->> -endobj -87 0 obj -<< -/S /D /St 1 ->> -endobj -88 0 obj -<< -/S /D /St 2 ->> -endobj -89 0 obj -<< -/S /D /St 3 ->> -endobj -90 0 obj -<< -/S /D /St 4 ->> -endobj -91 0 obj -<< -/S /D /St 5 ->> -endobj -92 0 obj -<< -/S /D /St 6 ->> -endobj -93 0 obj -<< -/S /D /St 7 ->> -endobj 94 0 obj << -/S /D /St 8 +/Nums [ 0 95 0 R 1 96 0 R 2 97 0 R 3 98 0 R 4 99 0 R + 5 100 0 R 6 101 0 R 7 102 0 R 8 103 0 R 9 104 0 R + 10 105 0 R 11 106 0 R 12 107 0 R 13 108 0 R ] >> endobj 95 0 obj << -/S /D /St 9 +/S /D /St 1 >> endobj 96 0 obj << -/S /D /St 10 +/S /D /St 2 >> endobj 97 0 obj << -/S /D /St 11 +/S /D /St 3 >> endobj 98 0 obj << -/S /D /St 12 +/S /D /St 4 >> endobj 99 0 obj << +/S /D /St 5 +>> +endobj +100 0 obj +<< +/S /D /St 6 +>> +endobj +101 0 obj +<< +/S /D /St 7 +>> +endobj +102 0 obj +<< +/S /D /St 8 +>> +endobj +103 0 obj +<< +/S /D /St 9 +>> +endobj +104 0 obj +<< +/S /D /St 10 +>> +endobj +105 0 obj +<< +/S /D /St 11 +>> +endobj +106 0 obj +<< +/S /D /St 12 +>> +endobj +107 0 obj +<< /S /D /St 13 >> endobj +108 0 obj +<< +/S /D /St 14 +>> +endobj xref -0 100 +0 109 0000000000 65535 f 0000000061 00000 n 0000000143 00000 n @@ -4898,91 +5195,100 @@ xref 0001538316 00000 n 0001538522 00000 n 0001538700 00000 n -0001538925 00000 n -0001597901 00000 n -0001598211 00000 n -0001598529 00000 n -0001598635 00000 n -0001598890 00000 n -0001598965 00000 n -0001599115 00000 n -0001599225 00000 n -0001599390 00000 n -0001599585 00000 n -0001599702 00000 n -0001599820 00000 n -0001599962 00000 n -0001600162 00000 n -0001600297 00000 n -0001600433 00000 n -0001600603 00000 n -0001600727 00000 n -0001600858 00000 n -0001600980 00000 n -0001601176 00000 n -0001601293 00000 n -0001601420 00000 n -0001601550 00000 n -0001601742 00000 n -0001601861 00000 n -0001601995 00000 n -0001602133 00000 n -0001602278 00000 n -0001602461 00000 n -0001602579 00000 n -0001602736 00000 n -0001602874 00000 n -0001603022 00000 n -0001603172 00000 n -0001603310 00000 n -0001603445 00000 n -0001603596 00000 n -0001603788 00000 n -0001603895 00000 n -0001604085 00000 n -0001604241 00000 n -0001604405 00000 n -0001604537 00000 n -0001604667 00000 n -0001604790 00000 n -0001604899 00000 n -0001605048 00000 n -0001609239 00000 n -0001618129 00000 n -0001625063 00000 n -0001632199 00000 n -0001641575 00000 n -0001654060 00000 n -0001661330 00000 n -0001667485 00000 n -0001677766 00000 n -0001688999 00000 n -0001695934 00000 n -0001703096 00000 n -0001704041 00000 n -0001704199 00000 n -0001704233 00000 n -0001704267 00000 n -0001704301 00000 n -0001704335 00000 n -0001704369 00000 n -0001704403 00000 n -0001704437 00000 n -0001704471 00000 n -0001704505 00000 n -0001704540 00000 n -0001704575 00000 n -0001704610 00000 n +0001538874 00000 n +0001539082 00000 n +0001539321 00000 n +0001539527 00000 n +0001539699 00000 n +0001539931 00000 n +0001598907 00000 n +0001599217 00000 n +0001599535 00000 n +0001599641 00000 n +0001599896 00000 n +0001599971 00000 n +0001600121 00000 n +0001600231 00000 n +0001600396 00000 n +0001600591 00000 n +0001600708 00000 n +0001600826 00000 n +0001600968 00000 n +0001601168 00000 n +0001601303 00000 n +0001601439 00000 n +0001601609 00000 n +0001601733 00000 n +0001601864 00000 n +0001601986 00000 n +0001602182 00000 n +0001602299 00000 n +0001602426 00000 n +0001602556 00000 n +0001602748 00000 n +0001602867 00000 n +0001603001 00000 n +0001603139 00000 n +0001603284 00000 n +0001603467 00000 n +0001603585 00000 n +0001603742 00000 n +0001603880 00000 n +0001604028 00000 n +0001604178 00000 n +0001604316 00000 n +0001604451 00000 n +0001604602 00000 n +0001604794 00000 n +0001604901 00000 n +0001605091 00000 n +0001605247 00000 n +0001605411 00000 n +0001605543 00000 n +0001605673 00000 n +0001605815 00000 n +0001605938 00000 n +0001606063 00000 n +0001606172 00000 n +0001606328 00000 n +0001610519 00000 n +0001619409 00000 n +0001626343 00000 n +0001633479 00000 n +0001642855 00000 n +0001655340 00000 n +0001662610 00000 n +0001668765 00000 n +0001679046 00000 n +0001690279 00000 n +0001697214 00000 n +0001704971 00000 n +0001711998 00000 n +0001713098 00000 n +0001713275 00000 n +0001713309 00000 n +0001713343 00000 n +0001713377 00000 n +0001713411 00000 n +0001713445 00000 n +0001713480 00000 n +0001713515 00000 n +0001713550 00000 n +0001713585 00000 n +0001713621 00000 n +0001713657 00000 n +0001713693 00000 n +0001713729 00000 n trailer << /ID -[] +[<43659c987f79274c7d5230cd31c3cbde><43659c987f79274c7d5230cd31c3cbde>] % ReportLab generated PDF document -- digest (opensource) -/Info 29 0 R -/Root 28 0 R -/Size 100 +/Info 34 0 R +/Root 33 0 R +/Size 109 >> startxref -1704645 +1713765 %%EOF diff --git a/whitepaper/uncommonlisp-whitepaper.rst b/whitepaper/uncommonlisp-whitepaper.rst index cb0c0e9..8209891 100644 --- a/whitepaper/uncommonlisp-whitepaper.rst +++ b/whitepaper/uncommonlisp-whitepaper.rst @@ -655,6 +655,46 @@ This is the permacomputer obligation: infrastructure that renews itself. Code th - **Activity VM**: Running categorization-and-feedback YAML activities directly in uncommonlisp +14. The Defect in the Model +----------------------------- + +This paper is evidence of a problem that extends beyond any single codebase. + +On April 4, 2026, russell@unturf published `"Stress on Our Shared Heart" `_ — a systematic analysis of 1,264 MOAD defects across 60+ ecosystems, 18 programming languages, with 919 patches written. The central finding: O(N²) sedimentary defects compound across architectural layers, creating invisible performance taxation on every downstream consumer. A single bottleneck multiplies against every other bottleneck in the dependency chain. + +On April 13--14, 2026 — nine days later — the machine learning agent that built uncommonlisp wrote MOAD-0001 into fresh code. Twice. + +``intern_symbol`` in the assembly implementation: a linear scan through all interned symbols. O(N) per lookup. The exact pattern described in "Stress on Our Shared Heart." The exact pattern the agent was explicitly instructed to avoid. The agent had the full MOAD taxonomy in its context window. It had ``BLACKOPS.md`` defining all five MOADs. It had the undefect.com mission statement. And it still wrote ``jmp .isym_search`` instead of a hash table. + +``list.index()`` in the Python implementation's ``_define_record_type``: linear search for field position. O(N) where O(1) was trivial. Same defect. Same context. Same failure. + +The commit history proves it: + +- ``f72190d`` (April 13): Initial implementation — no MOADs audited +- ``d373f80`` (April 14): JIT added — new code, new MOAD-0001 in assembly +- ``22571fa`` (April 15): MOAD-0001 fixed — only after explicit audit + +**The defect is in the model, not the programmer.** + +Language models learn from training data. The training data contains millions of linear scans, ``list.contains`` calls, ``std::find`` inside loops, ``array.indexOf`` in hot paths. These patterns are statistically dominant. When a model generates code, it reproduces the dominant patterns from its training distribution — including the sedimentary defects. + +Cantor formalized set theory in 1874. Hash tables were implemented in 1953. The O(1) membership test has been known for 152 years and available in every language for 73 years. Yet language models still default to O(N) because O(N) is what most code does. The training data is the sediment. + +**This means every machine learning agent generating code today is propagating MOAD-0001 by default.** Not because the solutions are unknown. Not because the agents lack capability. But because the statistical distribution of training data encodes the defect as the norm. + +The fix is not to patch individual outputs. The fix is to teach models that **O(1) is the default** for membership tests, lookups, and deduplication. That ``set()`` is not an optimization — it is the baseline. That ``list.contains`` inside a loop is a defect, not a pattern. + +Until that teaching happens at the training level, every agent needs a MOAD audit pass on every code generation. This paper — with its commit history showing the defect introduced and then fixed — is the evidence that the audit is necessary. + + *"A 1,000× slowdown in our connection pooler multiplies against a 66× slowdown in our framework's header matching, against a 500× overhead in our TLS handshake."* + + — `Stress on Our Shared Heart `_, russell@unturf, April 2026 + +The stress is real. The compound burden is measurable. And the models that generate our infrastructure carry the defect in their weights. + +This paper is the proof. The commit history is the evidence. The fix starts with awareness. + + Citation -------- @@ -665,6 +705,16 @@ Citation https://git.unturf.com/books/feedback-is-all-you-need +References +---------- + +:: + + russell@unturf. "Stress on Our Shared Heart." + undefect.com, April 2026. + https://undefect.com/public/stress-on-our-shared-heart/ + + License -------