From 1197fcd6ea8f44c0c8f021ba252ef049493f8526 Mon Sep 17 00:00:00 2001
From: Daniel Cazzulino <daniel@cazzulino.com>
Date: Wed, 8 Apr 2026 14:55:53 -0300
Subject: [PATCH] Add support for inline data and url file attachements

See also #105
---
 src/xAI.Tests/ChatClientTests.cs  |  48 +++++---
 src/xAI.Tests/preferences.pdf     | Bin 0 -> 27604 bytes
 src/xAI.Tests/xAI.Tests.csproj    |   1 +
 src/xAI/GrokChatClient.cs         | 174 ++-------------------------
 src/xAI/GrokProtocolExtensions.cs | 189 ++++++++++++++++++++++++++++++
 5 files changed, 232 insertions(+), 180 deletions(-)
 create mode 100644 src/xAI.Tests/preferences.pdf

diff --git a/src/xAI.Tests/ChatClientTests.cs b/src/xAI.Tests/ChatClientTests.cs
index 93daa6d..df0a1d9 100644
--- a/src/xAI.Tests/ChatClientTests.cs
+++ b/src/xAI.Tests/ChatClientTests.cs
@@ -1,20 +1,13 @@
 using System.Text.Json;
-using System.Text.Json.Nodes;
-using Azure;
 using Devlooped.Extensions.AI;
-using Google.Protobuf;
 using Grpc.Core;
-using Grpc.Core.Interceptors;
-using Grpc.Net.Client;
 using Microsoft.Extensions.AI;
 using Moq;
 using OpenAI;
 using Tests.Client.Helpers;
-using xAI;
 using xAI.Protocol;
 using static ConfigurationExtensions;
 using Chat = Devlooped.Extensions.AI.Chat;
-using OpenAIClientOptions = OpenAI.OpenAIClientOptions;
 
 namespace xAI.Tests;
 
@@ -219,6 +212,23 @@ public async Task GrokInvokesSpecificSearchUrl()
         Assert.Contains("catedralaltapatagonia.com", citations);
     }
 
+    [SecretsFact("XAI_API_KEY")]
+    public async Task GrokPerformsInlineFileSearch()
+    {
+        var grok = new GrokClient(Configuration["XAI_API_KEY"]!).AsIChatClient("grok-4-1-fast-non-reasoning");
+
+        var message = new ChatMessage(ChatRole.User,
+            [
+                new DataContent(File.ReadAllBytes("preferences.pdf"), "application/pdf"),
+                new TextContent("what's my favorite company?")
+            ]);
+
+        var response = await grok.GetResponseAsync(message);
+        var text = response.Text;
+
+        Assert.Contains("SpaceX", text);
+    }
+
     [SecretsFact("XAI_API_KEY")]
     public async Task GrokInvokesHostedSearchTool()
     {
@@ -742,7 +752,7 @@ public async Task GrokDoesNotAddEmptyContentToToolCallOnlyMessages()
     }
 
     [Fact]
-    public async Task GrokSendsDataContentAsBase64ImageUrl()
+    public async Task GrokSendsUriContentAsImageUrl()
     {
         GetCompletionsRequest? capturedRequest = null;
         var client = new Mock<xAI.Protocol.Chat.ChatClient>(MockBehavior.Strict);
@@ -759,11 +769,11 @@ public async Task GrokSendsDataContentAsBase64ImageUrl()
                 }
             }));
 
-        var imageBytes = new byte[] { 1, 2, 3, 4, 5 };
+        var imageUri = new Uri("https://example.com/photo.jpg");
         var grok = new GrokChatClient(client.Object, "grok-4-1-fast-non-reasoning");
         var messages = new List<ChatMessage>
         {
-            new(ChatRole.User, [new TextContent("What do you see?"), new DataContent(imageBytes, "image/png")]),
+            new(ChatRole.User, [new TextContent("What do you see?"), new UriContent(imageUri, "image/jpeg")]),
         };
 
         await grok.GetResponseAsync(messages);
@@ -775,11 +785,11 @@ public async Task GrokSendsDataContentAsBase64ImageUrl()
         Assert.Equal("What do you see?", userMessage.Content[0].Text);
         var imageContent = userMessage.Content[1].ImageUrl;
         Assert.NotNull(imageContent);
-        Assert.Equal($"data:image/png;base64,{Convert.ToBase64String(imageBytes)}", imageContent.ImageUrl);
+        Assert.Equal(imageUri.ToString(), imageContent.ImageUrl);
     }
 
     [Fact]
-    public async Task GrokSendsUriContentAsImageUrl()
+    public async Task GrokSendsDataUriContentAsData()
     {
         GetCompletionsRequest? capturedRequest = null;
         var client = new Mock<xAI.Protocol.Chat.ChatClient>(MockBehavior.Strict);
@@ -791,16 +801,16 @@ public async Task GrokSendsUriContentAsImageUrl()
                 {
                     new CompletionOutput
                     {
-                        Message = new CompletionMessage { Content = "I see an image." }
+                        Message = new CompletionMessage { Content = "I see a PDF." }
                     }
                 }
             }));
 
-        var imageUri = new Uri("https://example.com/photo.jpg");
+        var pdfUri = new Uri("https://example.com/data.pdf");
         var grok = new GrokChatClient(client.Object, "grok-4-1-fast-non-reasoning");
         var messages = new List<ChatMessage>
         {
-            new(ChatRole.User, [new TextContent("What do you see?"), new UriContent(imageUri, "image/jpeg")]),
+            new(ChatRole.User, [new TextContent("What do you see?"), new UriContent(pdfUri, "application/pdf")]),
         };
 
         await grok.GetResponseAsync(messages);
@@ -810,9 +820,11 @@ public async Task GrokSendsUriContentAsImageUrl()
         Assert.NotNull(userMessage);
         Assert.Equal(2, userMessage.Content.Count);
         Assert.Equal("What do you see?", userMessage.Content[0].Text);
-        var imageContent = userMessage.Content[1].ImageUrl;
-        Assert.NotNull(imageContent);
-        Assert.Equal(imageUri.ToString(), imageContent.ImageUrl);
+        var pdfFile = userMessage.Content[1].File;
+        Assert.NotNull(pdfFile);
+
+        Assert.Equal(pdfUri.ToString(), pdfFile.Url);
+        Assert.Equal("application/pdf", pdfFile.MimeType);
     }
 
     [Fact]
diff --git a/src/xAI.Tests/preferences.pdf b/src/xAI.Tests/preferences.pdf
new file mode 100644
index 0000000000000000000000000000000000000000..4c9bfee2dd203be68fd8c36f45774f655c8c822b
GIT binary patch
literal 27604
zcmY(qWl$VU6eSuwK?4NWKyVB07Tn!k26tz0g1fuB4LZ0(aCdi?!Cl|CyKi^jtFG$0
z=k$+0x2kW~ZMhVRqT&q9jGTywY^1+Q?TxJvsijN-b}p7Ko-~L6JJbKcu>bE7;r}4u
z|Il3jFU`k?$RuuQ;{tFZWfHeBash|}Ozceoh)l8oJ98HcQWiE&E{^|=m`T|=S-E~A
zGO2nx07#isT$}(#wuk}(h|d4Z^2j>(`R4sY?BTQWG<`&h@y}P-VOcXu!T?z4ov&p(
z0&qcJz6F{N3q!Z2!G4D|?e+NQ+?nb+@b_K_=dXu<Wm(>buEz91X#pcKDRdis#Mq5U
zz}=@#jaQ6rn3wNIZmgc?!h%{&rG96nzN<S1hUkyj@ju)q64AuuDY;$&$BACy`*J3w
z^64K-y!_qd8Ad;~AD)*_SjBD9-qzs@n$gh3(9&4=$({QiV^_oeWgZtB0xz!C1+#r5
zhTioYI_qouRI>Na6&2=pM0EYMTfmDKPjaE0VL;iwdpe2*BwDi#Tq2RAT9kK?&USfu
z$#-e8QU2(MVYq`a8M0X<3C#Pbe+T}v#tQLg`Q0@`9;Y7x#bsf9YZuJA27j$JEX5$n
zV_gxWun_*RRZe=^2leXHF2bi&Sus6*PqqA`$*s+~OlrDNYQB;_XMn4Pn5@@&tiZ6o
zlI|Ja(^c|Z_ybjeygHCJf|uUvlYhnm+<d8`r>0VAPkNVId1zAefUTjibkZW|iu)2v
zIUqx0&v2>H>7##F+pQu>UA~tXE#s?r^tU)&%Y2}9!${`Oo}(qX)L_8tpT%r1JhtK-
ztkP}~UUq(ZKV`1P@23dd_mn8^gNh-FqVf^?p>)F7W73WUS~T;kTlECZRh*MfoXNw2
zdxXN+<*1R_`>qyC-aZCA8+N4{WgD#x@F@A$_1)S3;1^0Dbuo&p6mnifs(cFhh{s2J
z-A>CTO8tJBAxPZxOEX2E94JS;^anrgN${vbu|KE=cj{i61yTS2g8RQ8KHw1+kEmP1
z6c*sL2DZVBoIgV5UfGKuyI#|0F~Z*=yX2<ePvLYB;xw7xQW7HsiT1hf^<d-Z=vL6n
z;_=fNVoQ{=@X1Yl>*0kWpj86*RIE1R0zu9A$SvAC`v14W=byw+_9|Do-1}Q6tN*DI
zBoQPD5b1cgzxcfMv;PDUpPm!|M{#1aa&HoXH~U%<+=Q_a#d7}ipD3RP+zkKSFvC+*
zVPGge0Eg@6X^06j>_<(z7MP_4t4d?-+lH6hF3BI)7-sdla3{YW5tEULab?eho`s72
z1qE1s6X0?F<kwE`RpODS5(~0m!VndVr>P%6j;A^dGcL&b*4_4)(_Yiwbdlj|?N@hr
zx=^XE-)Q`tJeI;(4!UNnuCAz}HUQUFxd=-+D(!eH^mfo4PPTfx`EFLFvpSU;aJY`{
z%TUQ>{q|j7X68>Y>FWnZGNA8}XOl<vzuuKF?4VPN-<_anOK=1^0Q!^IyhJ7eo-yHb
zH{!9<PFy#MSur75@R43%Xayyo{F<L6dfSZak&Kk`?(!WrZaF?KK2V$ml+7c_GXl$7
zW-0jl!|NR(%$6;PZNy_sA7hRa8AGob*$?m;+6D&TU^dQE=Y*!OjG7XgX|d`1yab1(
z+(eTd#@lw^iX|oNdL@&{d?<`aB8eeu#ufs34k^x=zhxS3@z3EXp7;FaW;c2S=bDvL
zZlw!#rwy6FYXmlSM{nhx_c8EF+p;V*r3V2feTk}<4m{`2&ue!Y?bJ4<Fg{ZFbptfj
z-8M2YExs@39T4W}mNVzuoRmK?^tkce1Hnxl5Vx<{*2NWS$)|nQj1~p{ra3A3QMq9L
zPz#i1?UukABxa;)r2B<$wCj}7ZMY_Rs>IX?DJm@!#^C*@T81(t_R~e&Wq#RnMex6}
z6dcJv&8;(BJrt6ZRO=a-8JH=UG;31Bf7JM+GjRL~C@rjuET|Hi@}?|xJLRfYFj5l1
z*<KlD#???I6*_x0Fb9YXW#m!jvfko`@T_J>w$Z=trnrBLmlY~p&gks#vzZHln8yCz
ziQA(m&LQTlo+>-XHi>`;oJx*p)&qYX^MSoob2p{i&pju1f0=)zJUzXf&gd8$i_2G$
zd=m?)t_!riURFk$Jw-`Yi8zcJ3CXa!xDK9Vh7)q^v$<j=Rtsi@z@gkC%_@S2qRL4M
z!F`3bG)9s0>pDRL42&g_y_`CxA}tLbq9Q@gLEQ%!ZT~Fl%2U1{g~7)gI{1K{!Tfbq
zUDMno_-U-{_QJ|iT?js$`&|4e*hgVS4A}TkUQ$2OW{(-zxKW%lzY=97aNIlLmK%q3
zcKIgx$iz@As2nRT6%y9I0vkrStyF!di3%b2DBL-H(1uZy=BAotv=Y4h4`dE_b8tr`
zyh>U8Iva_+yfp&#!&>{Wq0UaH{Aq3poxcUk1-j$7V_t>v?@w$|JgDZlr2w}VeHf-|
z=WN|Q+*@Ueiz^*=!nY9^hHy*VRAoC)^iR5iz1(eIaS{2%Q1IC%jhIF`RYOYZw=6KF
zV1KUsRJrI7Fe|&1PSa@VQSj*xEJ-c?7-L36>}hln(ZHuKm%hCrL_tc#AHAJ>qs|Fo
zzlGdC;F>q70K9KC;owlze=Pn0COOyBY={iNsxIFiilol$qy++V2X{DRD*TE<M!}SN
zeZ>*F$P61+JSf&Bt4KExIJmOld#;3Y6!k0!1#z+NC`6w9kQJ+ogi7JvWnE^}KLP(w
zEp(DcL^i6&89V?C|A-Zhttc^fi%(tNwW+m5DpcTw95>@*^_Ri5gJ-9dXX1n=<okk$
zn*#F|FZ@1>yQ;lZVRnpno+RfjM%3Ttw3_-ppoK}lu4d)}kq(K5J&7_}4Lc6%Qi3*D
z!<Vr@{y~Ak$$|%=L@dm~%1Un+Q__%DEV7HE-1(3QFoUzmdI0`Mxio8>NUMe-2Sbff
z1sX+=pQ2{gA}KGbcwt6I8vLh`kuc4n*2Z4%CZUB|LfhIVsq?Mu_0{{{0!T_A0IxYe
zWTRRen@9jijtq<zwtd4K5j468QRIZ(FoZ%8cMi*t7y70MKQqXWpJ*-n1%M3T)bSvL
zI}9Gs8+T?&5oveI{rZDX9!~1N=r8G$z~;i*KdRgj@g#LcaM!bUsagi8M1$)32uGg6
z6$SS^5qlSQ-Z1;vDmhG~7fYfzTbqe~X7+N2dQxXAHFQjZrROdp67i*P=OUuoZAuWD
z`wRP=ar6gg1`lfCOUYq<k>^6yRtQQ;jnH>m^~@by19ym$)FYVX@nMKqkdlN@_6ey}
z#eXv#wZMnV_>DY+f1#feR>>Pp_UaUU4QSSwq%P6>Md;&WBphF-_;-wr%Q6iy+J^r4
zcM3%LAj9dlN-D)$J$*g|U|E7q@I1@r_sRlD{3#$GQqctTD@<<JF*_EoNN18mvc0c<
znMNX@pHDIq!EL6oPr?U&<g<wgVIn)q#feX0A`1qr&iB0l4_2GTqm{Ao)A1u;xZ*fq
zMNyf{VeQoelgh1*6{~k-(saVehQ4R=LZdME_$(+wzOoJaXJ{lM)4$masT)~lpsg7~
zAEUYx0PQ$3-3eA(=^03h|BC^C7V!W}DfE(LagN&;v&RtG{tOPD_w4fE&67(dJzMnn
zumA=r^{6zfSg7{;^xSe%tfl)E9Z|`Oa6`4Pv)OtEBs;gCqwn?-U!)0jm3@6~BSO^T
z5KK3!?^C7^8zC*LNlv_<T51`G-v#P_8W%+v%&-0^`9Vr_qj%qS;>?xx)ficWMg_TA
zPPGH=x;3bRZL3qDE4fxG^O2)+VnQcad!T%2L3)<dp{a!D$1j@2YYXY2%Gq%t_vC~N
z?F&2Gj1Bz|F6$y8aBy(FEQ6X`Fj2;+d^ItYLi$j@Z&)*Pcvx{s`7ti<7xO4R<U*rC
zvti2%)>?SYb<h5UkbM(_I=RmZnXa9RU)Y{PcAXo<n2{wwFG3D{6xVV6hKUhZ%>mnT
z%9IRYqNuqZm3fKLm+-k>*hX?BlB^%qZk}Bzi=CE7)=ibKJH_~i+%+!L>TKgKj1slK
zXIBiHrvhX|50)99@9#C`&$6wk*jcBB)e?_4#KhofBbXf%+YDo|TcXYj<|i8DwpPV#
zQ{M{p4hSY9XH@eyIdw&hDhp{CFjEQILP#k6#)O>k_jHsegwKxVrv^W!XQtIqY-R(-
z${3&5VW?X*l>TtPbaVl4u-@<XTk$scx$)e88RX<sP024M-p;vG9o;V`n%~bPnm?>$
z^O4IbOhUMSdIA;rJ++zmpX>D%eknjK6>?@xTyFM>6@D44iYVmF>nY@<RZuBN%E=I4
zYRB<SHu8E_$tV!-Ehb8|=SmVE%qL2e9FLF_wkL-2-t7|(VUDCOyHgq1EG074Z^iSC
z=fv}YGda22GjsTUX(<qAbx?XLYS`cOR0EyVmo`RV+Ro)Kw!{=B&u>JXy1O>_?>2EL
z9#0^07Ynx$rksOLuJWgBL+J^LSp}{aY(q281*WgRe<ZXsNM0<mG8@S+#Q>dBVfndf
zDpej1!eKD$nJ%+f)slHDoI>SAFs03#NiaCc-6Y4OTHey$+(gLCHA9E-u!T&0?|RDc
z&_(*pgOKYc!bZ`inh#Wbm*b}K@U=y50lvtV+}!GQdh6n?mYB`K$8(e%LGqm)!n#}A
zIn_=!1o$>foYPS&sYkZxyD4vNnf4{s<dhui9Q>D-(TbwKXe9Jgng<Ft5(EQhsTmle
z$N!1l@-WE3Qb3oHNV6h}w};!MyyI93s5W#-$&hJDl!-dNyuP4Aa0f6>hJ2=5^gk;b
z$p`S3zzM#>SdwF9U!{^Y6xkVyPgG@P%CfM(n4sU_YfHWki!_YLwDxEUX+XVd`$9MV
zcsABG5P?$-&Z%a}RV*jw>!Fu8Q@-np@KS!7b5ILebUk*4f1%$!(oCJ9&p?VA_)0WS
z-mnD1lq|HcQt+WBFLkbod6?V)G0J#&Yqd~NQg&8W`gr~9{Bb(4&uX$c90iG`XW*#b
zi|cyF9^x_Hpefgafq$5iJ^pUrz++5A=DM910Mh_p#G_(El+~5;J(EGytFtb#(%vAI
zj<vzD#qD|}yI`5c#p0pIlGXW0P4F(Vu{(#yNikx8XD9SXV9cSF<;S}Dis!>TSj-0)
zOT^_Oy*aP8RHMt*Xd$%vkN&=c>4)Q+N}SNwU=?Ngb_bcV3GuvzzJGy(Kk?p8gaOgV
zOj#Ks)|b<N22O}}{~=jVLOLHjuNQxwg^{?09YimU;Ciwf4IC2Nw%e4SmS@*$ZAyuW
zzGp>!|D(&DI1689k3$evg=Rc&Aw3yB)3<6FAJ0*5w5;g7JigrW6EA|7y$)C7F4i^U
zC}e5Cd~X1u#-_E!ae8*J3r9yHi@(72#VGV(q`{o+EM0fu_1Aj~AdNkhrA$X&_tI@~
znRtVz<<H2B)NP1T+Kga>uZy&mmHOvXP|!#EIAs3f1j9-3T>f~QaClw9ddLoAy?I2&
zo)_5P;Jh@I?&y3GX7IkdxpbJ^?Yg&$=64;n3_ita*7u%reS~B*JlwW);9Tm1$r?Tb
z#|FoVPmY-{QzA09WXF7LlHErF`|?$svN{nj^y?nN(<3IS9ju63z6)nN7toXaTE{R;
z#9({z=t2Iz-SOgxh)$tz+p%lQEE~18!liM(zV@WK_wLl*v9taS&!_rf9X8$9j>)u5
zQLvi7+DCk&41wFpm^ai*Bzw{#A`0!A(mns{LhGr|aNP2TB_$?2vI`1g83C?8%@9xf
zn#~3)0_tczHAmR1lYLf~(%nb@sOP{v8iR-1$Ug#Frwb&!R=}Sb7#IQtqI81P2CK=o
zv)2)&%EJ^@eb1vZM$FUENrqPE-2>}t+{X~Nfr9IX-$%hOoU0^h92Pq5lMo&iS&Ojd
zLSd|bET)p;A-R;;q7vp63g5ra<$WkAKeQe~G6wuQ?5-OQR_$%+a5kLg1}bYbT|f^y
zAY(6^1@l;bH^b|o_707tODoNrtEvhy89&x^+3ItRu8@RsYk67KmS!SPUJ1jy2WH<A
z(~@F#yiOAvKS2UxAD6JbF^(y^&87+$pTWY%P?TkllL8&!V-;O>`^72OB~Gls&B^W<
z)z~nJ+d2!!XUJ}y@d{XsHwWkzD%HD|=4I~WA6Qld8xaCU4edP_+Bkr6vK0gkc#N@|
z&1!S_jqbD^A~>1be0K54O?}Y%&G<N@{&XSDcZM~Z7_UaJ+j}6|(bZrRxP)Wf#s7VS
z)n+p!u)Yt@U61m%rW>L@+=J>S3r)o%1h2#*pdZ=jxfa|H3U2U&#xZ`S8*?_hpTc*j
zJKyU5o8gX-W$e!X=1?kwJ;j)loqIiiv$}i+ub>IkT5Ss)L(q43;|2PD@48Yr=FZ_c
z6dkl^`d&k75BrETX=YZ>KZJi9D228?67)~tNiuh6(XQiuraEy*V|`_aXLr3kAHXEw
zc|pnTE_*-`EHYL1W*0az-WUTAB)Ii%5nGlGd`#Q05|+Q~m2hTFq6L^+drg{YpTggt
zvP%XC7vh#egazZLUS59#J+733QAo^U05Vua3u|A;Zljs{CqnHHgy$aaAPB(eSlhHF
z5@**$R;p?p^U(gZx{0%x-$%$W{Z)>}z7Lnn#)qf|<?SnX+b~UF33UONF_Z0qK%H6o
zRJUxt>bsOX`4t_-a!9L}#Y&8v;doXZyh+P8UK?4dvfAsf9@S?GL+hUbDK3V~0<j>k
z?FWf=y$aDDn9e)VX`v7}AM2kG|C`k~A+jHwgQYEUa_XLA7bP-ck2dY~mmqs4?Yjq1
zbGM4x{UqeT8XiqwMc-|qCqQF>UhwJ+#h^;_dLYDrL{p#hawhm7lP^c^0Er~KbkMuj
zv9p-pW)QskP^W~xDSrs2mJXk+UF&);c|9EH=T%W|ABvE5MnMUelk~XydFH>Ru3Jv;
z4mk0_BkQ_oTcE?<m}wZgk3IvzaLDF#Kix|BdF7eCv<zxqkBsRwU0lgqb@<Nm{Vlx#
zLQI~{P`S~Kx_bL3dfy2FtV$hk(V!!U%r0+CO_tfx10PHIzD7B@SMFYNIV`aumf2jY
zMv0`3ORODaVKfOBx`t%N6woIflw2-2<)2D{TW~Wv2_=_8(Go;bvZ3TN@|Tk-%Ux|j
zZu6BAjkd$>rg(_~_hEYUZDk={CX)6diwk^y$hEXzY3_9tGeyKX7|+&Z{BqTYj=EGt
z=PYA>7<DS}o1yNuWxzABVz4CcgoLsA4V4G>(=ak3;;RlWhSBX{x^`0fqQNslEC$zW
z*vC1(kj*FR?$zu99-83WaPyYgK2w&5bAD9EMZ;7zuls}3l&fjSz}!VBWTj`sVM1D6
zkbEI9R$!vh&eG%^+X!b;F1opwOmG^QJ)!E(S$))Qf~9BF6c+Y9a|s(22NPh$`N+&K
z^E@gnuJBW7R*S=SIEk@5TEiCIN3^eGaBWV75tOsg()CeL=Xv~w1Ug$8FK)m#!^Qv5
zfM7yY7CGGIy<J*3XAdFE=^Eid4<D}3W)oTsjbxRLjk}o#3KI-KU$udn*#+(EH5#nu
z;`^3rj|~*-Ri=-(cnQIpbpGq=hIDt?j<=WkZ^q9_yBY*dU1bH-!#y`uu0a%PqW+dY
z$^N9oYt?ib5uMd2DBkCJx1EzukshA>DX&d*d#KhU%Ad&(*EWx^QNVjQ7&{MJ$a#Np
zNZb{c>l+KoJIFy%m&L8~m~Y!d(_^+%9wD0A;5l2w;|xV^;Wjz78Y0QXXL?1}{B1c?
zK<u<#rDRe%Z;-67;&$;#%ZT6TF-pN{jmb1dY@}F(f*>}NM{~N8rbv5+izuB`gS$Da
zkyiZ&<t^he{_RboLxyuAyWR4nVt4b_IrRtDh(M0HI>@uB=k|P|GUuA!&+r+{j!CT9
z`Ub`RXx-?f6|6>ueC<Bpu!F6Q3%HIB3dqZ~Lb*@<rx8DcCf;bBMTmE+=n|wZP-C>S
z-Wr*cb;+Cf-CpN(|6S91o2xm&_NS6Kz6!*^z!W<LyRie7fuZHn`OH~6-xg;Pd!5Sr
zu`!g^x9fI6eB&j{V(E!<*qT^R;q0?p-tTFNYUbV`Yw#21B*%}s6GyUML~-;}>SWdI
z1W%r1wC4TfJebn9s;Ni|cuFEorCR?ht-MOC?Uky;JhQmpmdbinFb)1^^u9~t{X*{C
z)XCAE^ULRNpLgdMjbCdD{5+rLnAek%hh&do?8^k50khFS@*B{P@G>V<GK-%PYSEg-
zBqI8yPBLDds53QvNl`R-Dl8?YvLjr?brDs=XK`DS&>+r)eecQ-tc|d2QEI1PXYxH#
z7cqOCnaWXn*h%$OQ0^aJ<zz9An+@Cpt{b&ubIxPSqQV|-DG4QKc+c!n<`;CH5iTmc
zqoRslkM{f6IFbc4a>2=GspLZQ<f)yGG_v@b0@Hn0+GcPm;S5@5_8<LFzQnO~-AVOZ
zvHzqI1K^j&w=?i`6GI){e+pKR{PE4YO{5)q!tmrsJ^CUTJ2bK9cw|^Y6<_lQ&3T%@
z>8=Uq4zj2~E*LQrIg>f6P(k=!=8dYY0d?fHFEMjOyIuBHG#XHN!+q?Db%7+&6#+En
z3pN;fa*g_5UFlUXT>jF})GU&PSknI~6h`I1`L1)iQnhaA5mLpGHcrIlL{}a3JYXNz
zv`lX;e4mn6pKRPnH&M?}CJ+?zGzR%+y^3PS9Wh&#nsJau`nKGo+4qN|a;3C3VWDl6
zJ``>Txmfayr-2Xoskx#ifx(EhU=^6Eh5durl6@?pfGjl~z)-e{q1vP@ZJMps1h)_x
zw`71?%yrgp#vRorDqxjDPR;3*sufez1>wm!a9h2H3}zfqXW-q&XvKUx732^iI3&h9
z;}}y%jD?t|^anbGC>x(E{*U?QNSe(bCI}6?!Bx{bYAR~V)+Aa7pz0f-)mR1X9Hf72
z3^F&0owT^PT#B{y!z&dVr+Cd-CK5t(%A{SiY|Vc=770<KcvzjS$M=#_1Au(eO9%B;
zJHRa+6>TlU`s$W74<6PK8LLrRoMrxpj8zJ;G01J|TBruLr+r<lma?X{NlnGS_W?J1
zN6%|z1;9`DvKNhJRj<(w_6OqP#>NHqWjrS8N(Ma^!Oq$Wvi`rs5wA&Q#4NJs0#Vt_
z-5plG;=!dQP0N|gmT$u|iKVgfHPol+F|BG$j}<3|v+p6Wb8&XL+UFqZ%JN<?Bu(0~
zt{GRA@d`+59T^E+lj#_cRW~XhYR_wF?ra*pDA%>CVSHHJ4ykx<%&C_)2?@sSpF$s)
z0TA0W$3>p!WMowIv7o&);HY6SmQz<(0XWuVMn@x=B?kT`og5O;@O#D;7%Q|I7g*i0
zucQWiQ<Jgkt<BK3*UCRF<cvccOZ`EE?>%t<zych89oH9$Id+jkG0QtXx2-9orKM9k
zGR{%IPk256uorhi!~hj%&oWj@T7|Sok#q}sX%gbeOZqCv143wkyv!r~ycoxM>V=5>
zM#@N!bwIHimYjJ(lG!&=4HfP2#~*3|0KVP6-9Bx#!fBa`(Xq;u@^UP7HSFYayam$+
zeBhx51H)lCt}&>p0<IVyF5+_mDnCPxy_h&opnG{gHNPMyZ^dKbn7uL13r`bGWqT)M
zip9sn)mAOKV9TWD9vBfp$G0gaP~^|daHY;rZq`{|QTCu}?0;uDfRvKt)xp|}Ev9Y;
z-0~GEy(3A(YAH99a&`5@qgHuHvYV>WHm<p%*HA`cVXZBh);U+Y38<<V;~zsA)bJXc
zMif~1)0yW~f}1oeoQvgJLJz5pLCmSqqGrA;7$B_ZR1=dywEl^;EO-F{U0kDlIb@(?
zprf}v{Ng>1qG+I|)wRA^SXJ8DV(jav^qmLDMba2GX+=~7VV5g9y0oTt&Xd3sFK4J$
z)F0OgQHrccQA^SAjL2}BGO4Xtt}Iar&W~d%2Ze0(c+to~$y+*lx~jzVQS_aoxKMmA
zHrcG0t$zmOac>+I8*Z|nU<shsH&^KC>%rM8>$UO0NVgZcsn;nlYXQU>i&ZM})2ACx
z0CW*UOF&W*VAgq(ln)e)Vq4N^SzL#z7`s14h1iB<Qitk9D*`)!T1}ZpJ4A&$A-g2s
z4l20-6jBr6$arXwLQ_IEI4)+*{5d*CW>+pcg6fSnA%RvQ7F}W`J(GG`93-K%#{`p7
zK?9w0T1UvRu--t_k~~})umf19=uve=QhfMgrPvOeHl~y__3Qw~hI*w-8p@M<H&#H2
zHL#4SDZ9Smvf@KKMfyv9H*-lK7OfY8zaW8jD9mtbMV-kKhn**P-wIn;T9`{)Ap{yK
z%1?XAQy@XXn|QgvoOg%6El2c(2VPxu{IG+UE4YrEw#bm3i!Uu~3<I)ENwDOmz>HB5
ziOjxRNM?E~KFS^B&}pKwmw+K9s?x2X<^2Qb#W3lT;xJ&tysEXoPK5?VCS2Ls#2d(X
zMD^x<VO=MhJ1|3!VXCD*92sfC6FiTe8^gHA95Im-`K0^biKFK(?T!XTnO)|0vvCPe
z-h|tSTCLNfF2#^`cbB|9hd5#jL0b5%6xy1Q7UsL9Z|bbE2xi4^Ur@P`bcB8r7YR}4
zL=NK25ypqZ(6-2J`<SC%uWPUKR}1@Ee*7dxqs()ne+p{VLR!(vyWNba3F_=;w%pF`
zN!Af9Hj4bYmdwAc-_nA|b+$A^_*j<Rms=OFaN$t^l-)2+w$bjLfA_7%i&ty%8z;cj
zzqbJ6porVie@B)nY3dsNX#tKATpIichb`Z6gZZih_RjR4E1jBV0KVl|EOKJ9=IK%f
zZgHHdn>7(W+CsFwi`wCB+KHvTd{-xa{%E}^t9RA-O+tUqZYQ)5?&y{yfva)ROM;L1
zi_Ov(8`D4&wXfqBL#FAd-6|7VmDjgh{ZFHb)IeHXXQjv-ZJl)Nt9y()+$&D$!v)!5
z=D#lbvDjA#ZWTxAB~4E)$={F<Fhgg5oGQT3Ah9iF&_&}f^b>b3&okxvady12$e+*$
zlz`#9eHctDT1=ltt?p_G8@m=jgLg;0Cg2W{d;Pu326p-R-#8U3&?xCI;)=xlxvi#0
z@hPu9!e^DB{Dok8hS;qxl=d1kVn%!8_=T#v!Ombarh&u8()5(Y7yi0B-zU?xdHdyw
zMi80gXU1X@+qJo1HPwQ*-oHv+kmZ=Tw{g_knxOnG9&SqAc#^Os0pG0{^#nsD`(~xr
zXzM)86ThQ6kKop&yY_?K^i}K)$F!FryQL4r(iXn=Ok1Tb1pdT7Bb+%^n|KO`4(KVT
zX9t`G@ZHij-QJ$$l!mKgHRx81cPvH;ogYeT+E#~(+Z^9|iVGHZtg7Z}NJLXN%_hm_
zx#tEyy;aTTD(l~l$_kV=huudV7aWq@APh?99kL*GzN-6cQDZTysVrMp=%aM=5*=Xm
z5Ka-V)RNqM`pCQs+&}W@a0dak#dq4|2e%-yV#hf05DR|Wq6u(xDkl?<zRW#1akB(%
zn8#|oNLM?8!I}X?t$V>xdWr23i8B-7q+nYt`70Ah{D*+sFX5Jx%TFAld}1+B5FvI)
z=4V1Ln&cV7I`!?al~wC`eS)tvOf~B<;o7z4N22Y5*$IRzQ>ot6UB_rq?`I7u!N9h_
zh{B`lNZ<+{#olGK^v7BLpjMjsUxS?=!trllMb_tA221im`G&dXxzcDM0h0n+=PB%I
zbC}ORG{{-shy=XA*#fxSd>RLHssfHrHv6ga=|SGBNiy+APSzLT@Zsk(oP6qG;8}w1
zey+lK@Y|?Sc6<%7r}6^wf1d>Mu4pn9tBJ|tw^BjBm&`$;n{fwXAI9qJ;Q^ry>JENZ
z`VoxrjcnF5H<|T|WZj%+`rGH@Jkd_ERb9i*4Z6detV6b1?&P2^d~uEa=VA^_;^|Su
z2&KQ>VgrT{29QSy!OUlxi|$&{TBQy62$aZR<W*K`d&8%^1sDj77s~j7DvN_?!w<})
zAA?_#B~1;+_!Wr3mJT=u_%419_-{LT(UNkf@V3w&p|mI`>qSKO-kZmjBK8EW4+Fxy
z2>b}k;R*5hEt4A7U{VtAtg{xr|L%+q<9dIEUZ|?Z0B!I7Xv(<6VFfo^>5N|370bV<
zXRqBmbbibENbnR`Jk8F`)YE`D_1-(t$pq&kyn8Wb{}$i%uDMtwLG8<!+s{#X;n-V;
zKOoQnp*+Sm*LX5aigzuzcYk<Bq5_))@VBnf4a>Rze45$5>$Df*O@?!v9)a~^MWR;n
zf6<aP)VxWR<IHACk~r{~mR!~^nLV=4PB(ts^-L3qP`#=!={8EPz(lk0@OdpONW+1O
z&_Rn$Id=Fw^j;6sMqNq#>2s*88`+&E)Oa*rgry@Bv%#@JY;0B*IOKpM4k@@5v@}bJ
zL@*6CoR#_C3gvxq;GhAbJg>G~L_`U@ezLfqua>Zzl$&QmP>NEaq`a4`<?vks-e2_j
z7C%*lm6Us!mvnWVSckPPv&PqV3h;5e_Il&kv7BK3rFoRkDe8MANio1@Ea$BlhCxS%
z-|UNaEMZ`*#-zwVz%3YJUAUQ5)62|wX-{;U%ZC9q^Rj14?yo@bU0zQ}A<i2d)7Ws|
z=ugp<-qtK&Qm8J7srl`$eY_!G0q0tbZ;bdXQ2(<1aFLv{`vH!tqWkjlM6!}RM_7S@
zPY}pLtyNePx(FJIXw=%ue=@O%>_Tab44B($<~ebFvAb7aJRZw~eb(3aajWbYz~#d^
zu75c@SFeh(-<1}YVbt+_P#3XBS^K?&?N{^hTyKW3C_C*lO`mNMi7;`zx?wiPZ1Qi>
zmM1OZ@DAYsv{77k>eA)=o<`+|+@E!nF2rVZDtX&Kjc0wvjKKDUOC7<<uO>v0sWfbY
zm$4##XBf3#T0D_6UI@WjT~gWZ;&=}44@Oa5V-7)LuobtW^kD$^;HcGNpQEL?{zl83
zpc5DlM2XBe9OBE{Wo%f03qyU9^ojAsx#iF{Fx4h>hW9mC*)Y=_Q`SxXg54jOaYfuz
zPH#$g-X>*(i`%Sby?##Om1_j35)s}^u~nJ*aaoC0Urz}{Lk#40itxHwIf@r*Wv<<{
zy^78k|JLTNG54_`>jS=}kF8@`womb9efrm7hmFvOnQbL}CeTlHe6sy4;K73<or%RC
zvSG-mb02xfYZ-K-!NVq<3ve0^tBvjbYbP{CAT*RIpksZAkZ}qTlN%HqV0$k+Xy)_1
z%X!LORMAm#o{N9mypwc}e5{$a^@8r^Z))6Z#%+yG>%HR^sKKcH$13-p{@?!Jp}Qs_
zGi7ui3(TSZDXGF_@sFh6%2?tkJoh7iuYg3t^6cxbhcf~19KN~?;lnSSGB_O3*ep%Z
z?yVG>tfi<+&Y?Z`BJ7xg<D6!@lmWtO7h;8=#naD+KU7Jj!5UoH=UO|JnWx5a=GNS|
z*csn1haw+WbR!G>9FWedgBNqCMx!`=JjOhLqL_F&`Mut#5m~Dd1$RJjmc5z)6Tqqy
zdMfZPyz>fQS%KTFp_F~K;BT2EtVW^HeY=PFtG3Ry7OjMA28gdd8GybKbhMb)uq#BR
zLYW<yC)N#`tdh&@63VUZ|8xm0gqb_*SV5+%{cC;yEURd59q3Yz>Np^-Z_ask{bF2A
zr@<`nO!kWDi{?f!W=aBF4sE=4oVzSWIGj~RyG!M^ca~WB2d}*YZ;DJe%lTrmC?A32
zt)VctDbLm`(0lz)*+e3U76)ice)<=+<KzsA{G7G3w=Siw+;f9X-eR*&(g2aMBE6!H
zUy>lLrr|E<rT84JmUGq~ZYw3jozO5nSOk8^zZnJe`dw=s?zt)e67#z*ki437<dh@;
zSUICWmndWZM~C#{R*=Cuc}=kQvnh(h5F&&AX!Cd}P{VRO@Me}T=4i-l)=dx}k1hpy
z1Z7t(v~#8SV0u@ID0>s4=T#mwpfw!y<*0#uFPUS|<e$cd0vG*NdNn65c@%QJG9_k(
zQ}zu=hA;KrRtaKf9usyNR!_Y&&aPht-Fp_@ag+Q%?eW|8y>k8?V4n$NMp~bZoazng
z`)l-1K+)L`h~QREE|Pe~+$NGYeXjPhS^^eeN>_|~4@i8>7T)kaJvA=29W#mlW^Omt
z3w~`gfS5iB(x&S>YFx!EA2qx!9e(O7xAps0Tbepov3sVUsb@NWTF&HJs?=5w_P_0q
z)r5a^?$uGIy=vcpzjeyB?CBt7%x?04j^@TmD;Te0NCdq%r;BDTF$2}_59@lHzM$B8
z&X&07htV_2>I?JP&{@4x#c*uKWp7D*RzAux#M=EDLRD{%bu7n3ogJ8;5_DVhGWvAP
z@$n7|pUJxQl?k?EBh&aKQoXSPD>Rn#EJi4*=$JYy*zj!_^R^H<&b$utiuj#{8&-@{
zwNbt6s^|R86{#>+ewkc+I@@w5QL?AHqk<ux)b#P7_^2AtixvjltL}q+;bI+*B_x*D
zonUkK-|5!O`Sv8=QJv}U1-07G(1aD*E065?fbKV!viApR<u_Zd%YR*<smPVa+P{2S
zxm$1JMP82BToI1r?|C*Qj9sVPepMXxUEmD$G0QR*$b1z16o_75?eogEW3eJUn!W3W
zioMfXQ}D<j!f6S8r3roU;s3`cz>gF$gLU*hfGsYf91G`f?s&!4>}{t(ta*5Of0^UY
zHujtnc~<waQf3Jfs=oIOFWR2$9u>VNyie{tqZc2Lhu>BrXrQ*1x7J`aQlRD!@-1a-
zz5XX|`;XMtjKQ<1pPwP@9jJBFKMgNuy8|YZaBmMem-9oG7Gn#ts&a^D!6{S8+MZ0e
zm51yMXrH$;6N8^~w)rx`o%+Y4E<b(8{alRbem{{^e8ALvFqd<pl>Deo<esZgKt+k@
zoBDEA^r6;3wI)EaxO>vs%5){R(tK+0k~!FPPxynk_8tVXGz$Wb-Z=`itLvgXZNyS*
zZ=H1C?BKq!n^*~nToD(pP>WxNMCaJtxE!!v7$l?C+23~GG9NtE#gcvA+I27ep7Py_
z;6FO?zjGL>BaOW;`S6)0%;*qX+`3jmAchRROsk?&R{Q?Y1rBN+tr(C5$(6ibzQr*H
zs*T%TPY!P<Ovy;hd7}DYzP;MMsOWA^KAi2kQxu(&y0Z7tF+3Pbcs~gW1bRyRj;_vg
z@@_b5Lc^iJoB=mw$a&@>YHJWow1HkyHTN>a=cxkAq0!`VSu6q3yt_jWmkfVjo{=@;
zg&TDbYaIXhXn1o4KA>9iWjb`*+dhASbbR`ZR}I&;j=&y)i~AQPyaT<UUEKBrbUE6;
z+?!d|B?@APLVF}Eop&6+_ACcLFQpMqdhcjgrasuafJAwZOIsU?OW~<UmLp!J7J-V9
zuj&uZvHf1%1z=2US4F?Rv{-{KgFa$GC13>`ES*?cto%WI{Co!PWL;)PfSN(HB)Ny{
z>4<<Oz6_8GJP>x__P1W_pZ(tQq$eEAdslPx$3l=vx_gEqQ9<*^xxq_k>XZp=r@fiM
z{@id+L|bmg0H5HCzBIoN<lmHrI~k?N->8k^sb<v0rIT2A2O46{okOdYE!`u|y%;th
zkS}TiYZpf4p?S%5nB>Z8@B3VdTP6E%zAG%)X5W8j%JovMvk9h>GS`opdFk)LCTBI;
z9W)%qJ><BMtc35zsp8{OopW64PR09aO!0f|CK0rv@KCR^94C9jlY;eITWrxw85idH
z-2w5dZz-r5uVy;7Aj2iNWCfwm$7gjB{G~(w(S)W(<;x`=lg1uxH^#F2xLyW<q{a7%
z<1w4-PD{aQ(dMYqT=O^IUkT$a6YC_oM!prZl+JLgQwl$iU>7;M?W6^#fG;xfC8f@A
zen%$N>ZO?z7eQJ_kx4L>74~wd|6V{omeX@K*ZjQi^vh#SH^|i}H1NCB?*o+lY<hwM
zW&&BFFNGgG);mV}?p?;HxdAq^Rx1b;ePdbBi|YGRuf}$F0F?jyq!6;g05#X+P#~^G
zW?0ysi?#mqno&2yyQ2O%q3!+SS)IkY77iZ-dLi!*iG?$$yiC1gAAEWt38b*{ZNQo|
zu<#yrzW8C9nMZR~q>pC5*UmIxc>w7)W=vNYUzQ1d-5Y|pupv!h=1af!>9JEOAj!Yu
zDQX!TVy}WWbD4TJ+U|yBB>sJgBsspkBic9hykumsZg}cph`KU3+50a%w3OFhz5kK;
z$QQ-WEfCTJ7Eqb(wr|xj&tb1w`)}FX6d!yAqIwiO`GannHDX27`Q^$v4qRyAy0OkY
ziECQm+w}VEv86r%+l)~iLG$h;A*D)=9+8)zJA(IO4l<DspeNlESpOOtV`GGO>rw9W
zfoEI(A7ONK=!!&+35v=TlfIdy*je+dSHz%Cw~|2`wL*+%`?SH&`#ZrC@A46Sd42?x
z$7j@cVGAkFhVpMzdCcPb&d__<!kHJA4<(hoe1enqrk6W6mCITLuLbulXWWW`dW_(5
z0ylC-XS7Z^{*yueOQA>K0fih@Hdg4FLCgQ1<eS$LX|e~MKM{4qO?`Mm^a(t>%h*Jo
zDIN|4NXCeDGq%dRW8Ll-M|9D)C*%=MDxdXhTJPSyo=Ti;Z}FJfqYD+9qs@pn{EFT~
z@|-S_j>onPSYy);m|EYQ(>JV`KL0%ueUARky}Z)4zpzqxT{^*BpPh^1<`ntJ9w(CC
zeio`vKYHpu`MtRAF+R1P4=aH!__ClP6}P0=V(Wu|yLG<)_T<h-z7{|v&)F2kKE0<i
z@@9*0Uy_z&Yfv=B!p!+fZPKm`5`JZT5@>XjwOZuwfHH2wyh0wsJG;(v-)eta+jKR{
zy;Qz>WIoLN$h*%+(X%fo7rgN~P!NE23;{O%d{;2{MxXa>80cYr3)uPTt&VX=NJ>rl
zm7Q6SQl9S{MhfS`Wgx&u@(+~M*d;@a<GZ!#2$0v>elb)l*BJR{4u--Wqs(Hv76~at
zW3M3i@>k@6<=9yYC;jK&2Y#(ffKS$aD^TJK{V2~@u2Ir`=J&i85bKz83eNOGWQv|?
z<J-&)dLwyw6A#4tNk*;<RFg{bMIa#gYyC*`0m2QYrzG)QSBWCnPUsB&nF5p;3MKJH
zqFl&VEc(WpHjh!O2GE(@*q^&Op`FplVy&~Nom4&5MsYS-buWApP$f~HGY-Umv?0%D
zfI<j%W9Q>>8dpztcl3pR2A=l@HR<{U6oVGg@*Z%d3GOFWDJ^P6U$a-?uQcX5UiR=8
zHEfH0v9!SDz;F(gtqRYP2z0l6v+ypG_xZ~B-$xGfekGySxiDSR{S5j3zvsz_C#2sH
zzW4%qMv+3RxIR1cSHHc>L3n$%zEDAxLT$nLe#ug*1Hmhl_#pHMi2pUS(qv*gKWilU
zBE8i2yWOOx9(oLsp02j){~CQ(l^aM;Scd%DOa8B4x|RHN2y3CT5a)>Jmn_gu+QFf{
z2hm)g*e-m5w}sp5COx}l7;jx_|D~$_M}K>zaJWvOsr0sskg{B~$ntC<xVO>{z7+d)
z5eLl%IxtVN-Cx~xgLoPHh;VjdBJ(Z{W;G>WsdrhS@N7dKQY!GD^JdXoVSWD`c;)Bw
zgUeTCCn_0cQmizr=)jfW<W*YRMz=<{*arfLFht2V@ge=8^&$A7(e2Nx{A;G0GB3!d
z<~=WaX3{DeyIwMKz_=kuyN`Y+MN;NR6%>#xS1m(a@5IT1T?r3FNdU@koQ|}PPdL$E
z6?Nl@na}Mi#$*#J3h!c5G>xQTlhvgxnPXF;SD!_$lQ_>ubX3kNl0J!(uSoDQCAk?L
z+XtwUr;Y$r=`@D1z@m0ZvD3=Wf!^^cW1q>NGIR$+HzwK?v3-N;WA+ElE{$*cz6#c0
zQHFTm{QG&}to9iE7`(PQw=uW$Qk>f1aqNF(9owp%Z$$eps@+J94NA_K+h$*Oe?JGk
z@W@RHjllHKlGebihpm1O2$LcGll09$=8Hw?I4t#4th!GFSG9f0e~iDV5T($2h<Mp@
zCCQIm=$J2E@I6Oi&M(52P(gj4x@(scc`oN9l3t9|okJ&kd3PHM^0}{bJ4n*Ks_>6<
z9cl~N7fWg7z9Js=9`ZIgOkrD*I0G`fuGb+?B-awxP0I|M=w1V#5s&`_uH&B?o<s>T
z3?gd&IbKIUwR2Ip&=iYl7t4i=ap5sxno6Y8LuMIN0PZUy4@sS-ZR1Jr2M*lgG0BPh
z#ZEbQ!_W1KDWkMn<kkn$t<u#g8e{BE*;T2{W4!zD&;IMQ%_FJ%s1WM6PSGFK9%yTS
z;rFuSM9OiZOYy?!lf{q&#HtEuY|!Uc$eb*xe1wsXi)yD)$V7u?fbpbRcLYt5RLhL|
zSV%@VHQ~Jf$iZm0elZ_p`slnTxH_YpRwZ`~Yh&&#(&95)zuV<q5^Rsy)+X`NDMF{U
zxRqnD|E$E<4nu2^RyhUGV{rgf$W&L7z9u%08bmle)3xe@6CX!j#lZC}=v28$3K6KI
zi=u(vA|JvoebSFj$Fy6?ml1ZgU5}#m^#VIRtB=K!@e=z=I|+XAe(2?+7-H^#@Pbh6
zg5dC+QDQNBKx{#5y=c50w=Fk}AL)*m;H*GMO%Pfi?R~HtEZsEcDrcD>)D|JCflEli
zwhso)<m}pPW>!j9%10PR(iU%z!1S=Y(}eFw_WgyfK<~5Eq<dx7Y%B5>HDdBqQFfFc
zyITeZKcTP=Q7Y=y28O$A!(FePV#FldpI_ydNYg;*`)tLdA{{YW&z1}FZKB&fF_UEW
ztG0Y!K?7Uy+*gOjzcp^Vr)0WB+m)Ra61tGxO7j^vM2*YD!!w1JkzQNc(c^Fqhi}eY
zK^Y*k?pH;VLYJL_j~={nE{=7Q*jMrZuP-gH<L!^}C}-0Ai^;$$y88%LO`X%aruqKA
zt|fLYRO(#QIzQFHg_`lmFHKI?gxXSEcY7A^{Mt1vUK=Ia_uXN?-lK$~A{V1A^r99`
z!JEY&kDMOW9~hvQPxR~+vvnI*m=oio-esMr&<WWhZ~Smq0Q&=$^>HdV=^~Hn7`Q6C
zb|U=3ub#AJB=#JGT8l+wO!v|r_C4N3TQuDCMVL!e0X_WQEaLb}ByEr_R;1dlvSVWz
z4#h5Iot8(kUU>UIj;ECN9W8x~Ze<S2#mJ>NU-A#qO^nC>sdIF+F!voxVr&vpelk>2
zenccbdScA2pZrj~d=xo9wvhDrDA>P!GLf4GJ$2U0UXyt%cwHx)lk$eA0yI|CI!dZk
zJ5Vp@WIAZP#$2uu0F}G8O$&m(n9*35H1@wX&D%GqO2>4s^RsBo!($h=E^%I05(MML
zobsPk)rS$Ui>p!=c7N;KqkDkZcgtSJK6Yzvu$Lbkmml7Dc|EET{#h<RP+oV|+e+Qg
zw2C2qoPA<H^Ce&{eqit&j@@8+OmOZK<9)OCBbmQUBpLk$fTZ>N7TMjXJmbBcK>Y%I
z8jSqV{9t}k(-b&-AX3iYqnI)diI#k4uN6mC>=H7wWY&%%tfH{^<`i~=#G)fJqr9)^
z5vuQ$wkUB%&a~(R-nqfBE#go{ZPvAE)r_f)YKlrBU(jZhpg|*(phF`Y`p^N7T3Id7
zELL1<RZiBbH=2N?4MF&$+U)6#R#4VzDAo%bRcep5>Yz~dP72?NjJvOFC;Zo3cNQcL
zg2GmYKC5J1{sR0HFL#7zbGN%}cPDU*rP(a9A(5W}0%9T>yLlphut#3PtVs{vy{pce
zsEIh?-9n*^!Sl(RS!SKjIroRicV<moL%>41&VciLP8QLVXyo8c`XO8mqwL82&#&kR
zovnIJp__c9m<J-$SiEP__-E2QXVUOz(guskP*rp=S{jT-dUz9UEGe!4!n0A2#pLiC
zYm1Rz&nRG1MC%d2bb^Xg1|N!E`ea)I0>iiXXKh>;KofSc*vOcc$)Sa#c2?FH&>8M*
zf)A9rD2HA9;K7!9m~h*8q3y0!R%~fmFL_pZpFB_{MNuVHTqOmll0wo-#MWxk&PhH<
z5!CshuhgupU>E|apJ2fNJ6;oKVI)c3EVPmSt2g6$!koRAMDSXNZn^!VtYF1(@9{!a
zY>N};M#?|C2g<vXRQynn-4px?lHl=$(iJ<kY_Elt!gD8N<L=r@+C=c3ym-7FOq;nT
zu3^59D4>de$m~#LWk2?wIKKtuF{3(NUe<R+-w5A%{>Z!FTG>O0>RrAvkRpT%c7Xl$
z9m*%*E$)G0@wk80NK{DTJEoX}?7TdrPtuSiM6Z<sns?~;`7oK1T_}-h8U<oIYbC`h
zhTJTMN%+qR4C`<)?n#VLCodVkU~L{vo;=Fl1pkbflo)C%vZh(Crh3w*)5wn8ViGZJ
z7KU`{M+tB+KZ&amt;oCMD$X!g@=sa7FO`*;@~GLag)X=OT3<}U?r$YJEE^mpyjdqr
z%o{th&Cw@|X?93+Am$D165go)4_F&@(MdO^yYC0)ZL0rEgs;8AJoPx2-=l&3j`$U(
z%-t9LO--Dy5k?ehUZoUQh@KR6TEEj-`1FgU;wJ<(&zHc95|{<oBC;jq4t)W=j?#i~
z1xq$Yb<YmQo0(Pdhws7enezvQq2~&(HTWNWnSyD8YJ$=K@<x0`woM^~?JAtLh?SQk
zN(poR1;OyEAucJxZ^GZuzcGFz{>E2?*ZispOO2rVg%(Q9-^%~R3rb%IB@a6<hmHY`
z9!B?@;#8damul!L*ed8McwLkp`7~cBO(ac(7HsB&Z$8}*MBDcMiT-o`mr#OVCXZhk
zI?;0<;7p<YzJL2yjFDH4tNxyo5upP0(_c{tmz3~3R2VGyKSv9onEf?{2=n;6p9TLA
zefgh>#>bg}gazg9sg^(Q9ma5J&^)J~JIn<XU%mm{Gd<-!{UePKj3LstWsmysF&>y7
z$piI@&yc{7cN?zf5{e00ANsr}W)ILq=dW>}y^H@&eyodjtS|A8ESu)rQRE56u?+D<
z?*f*j8?BJjG`p$<jSJC&35hep#^3gwJgRau<M`|(;r5dnHpIH&X4UaJ$!|ks8f4f~
zMU|rFqFbC{c44*lKQ_ed+oXyjUE1{SFyBv5<0%HGH^N+yPMAfhDDLX1u_9{=tG+i+
zpDinGib;G=tSYS;fUiS;9hLZJ#uM<>6zRPu#V3T}mC&tOqFm_}zplO7Mmw(Ftap*V
zYBWPEtvI$gHY^S^`x0-&aaseB5n;(`R1`RgRh_U$eKh1V^6W^;E#IW>_U8YVb_<SI
z{`!2Bg^HjY!EjswWoa&5G*_)Goi(b5y@Z>rj1k>X!+Ey^@h&FiOKm_uagk<{_sPDd
zEk=e#mciTcRw+($q)Akfexpgfg)Umj!hu~Cnj8244?SncE06k697T#dVZkX!ENM7R
zGAoZJcPTq?x1`K@A9-t_&VET&R=?HKJ1WxMqem%9dRZKslr}H6wj8w$Fzq&=I4apr
za&pf*A5|am^c(e|K`XX7yh|I+CeS;nzDqLy!c>N#9KlrF;nb!4eUktla#&{1D^Z?Q
zk8@=-T1peD+;w<oJ4$oZ*_Gtf1Q<!x)yv|1o@<=MGE4YSE{oSiir$a1(np+ksBlx`
zwMUb_<j!TipPfGHoy?xhW<<Js1UJlJp?0po$g$itv7RO^me3LwMN3cNNu2y6Hn%q{
z$B(pBtKbw7L@T^!b2+Is5J6s9;JI|)MC%fM;mfqnw$3V46fheOKj7+3-p#7GiZg42
z&l{{|6mi%5nAHCJ+A_60ihtA?*DL40CMUmnDUHyX>8;yi6P50V%>R)^vtC}MIFWJG
zfB+%6<tlY_#dW~%Bv_rwf^uu2gKv=fQq<mN_(qI;GQDLpZV_djV4XoX<qEgzsj78J
zoc6{(`!hu3@c$|7E5M@Ky8daDknS2plo)DgkS+mf1f*+d7#O-i1Qi4YBot62M7m3A
zP?2t=V<@G&^M3}s@4fH+zUTj)=d82i{Px;w@4eRAhr=^xje*6B7l&c-8nXez-0L5E
zQr5IKEH=6ieEjeKPFoijZLptNX0$b^;h%QVPrqer>z|ibeOP5XcYjcFG%)3q`BaT#
zHlS2|B+Zd&@x3$8qxObz$<R)nb$++^^BayIHo2u`)BLO6zE`fC;9O5g9r-jK*f6Hg
z3lcS3_#((5ta30BYqlEnyx66BW;KXlnfX+)sw2AR=7HLQ8i%*KtGa7ajp`a<DpOT(
z*Rm*ggIyPCN$Uk;k(AOp->LWOBMX0)0ek<<iB)cI1A59s!GK%d-$h6#;~7j|Yfl!7
z;E4E%;MB~xX1R;f`Nr%fv-I-);ER^YzTbKWEy;wlb{|iPqz9kjXH0fcWlTbhk+yh_
zqUf;LFg&PXo>JXg_JXq2&n~288x2X4P~vdEeP2VoN|bI2ChjF->RzAt<?D9hyh$tW
zgHs0F_=9`v-t=nG8qpdrJm>*x%_dIL5DR+nkvye;uBz6V-Hm-pn-o2DGIpb3Yo+Lo
zX~4$n^r|G*r35iA0k16U$e^*X`l8~^APHe;*(tGEbE_5i1NOzW`A(BDcGIIZC+xQ3
zhmY4)i{f2WYH>7svnO<2-e@z*234<S?WAsKn6w5q4tkQmyF?$TTOlAi(d)oxFV3nD
z-K!EOF;)8%@EL8{slyaa#U;r>`Ix+RCvxVCe|9ST9>!|HSMP`~xUz>zBAJsc1|#C%
zHs5?%owd?VYna0Bd3ea*_xoA8QOXqS7C%*8L&>RDUtVtC#Ltb!p0^v%0wka8e?dIX
z1xwG?b;gok;2k>I7Un4|(<}-ip$V-uX2*C(&wsxO`X;w#E!D<|zUQOmO>I>_7xe8M
z#~*u<<c(BFLr%n3mhWgquAXj8+9%&kXFtzUxh7<0rP3CApi5fP)j#dk_^kVeHr&q#
z|Iq1ZCA%o0sIq9)q`GFqqtIId>Gyp<Yt??T{M-J!RW8?4%#olGnUVgXo}&5Ow5b<G
z@kLCNSm$H-(J$QZeW?rWY?urrH2u<Adyl`@CXB9^%@OC2oTq++lP|?_a{qH}cVP9Y
zWPEXNjTut3G5SK%BN$KZWc<AF^v$VL-a|sQ=&xY0oN*l;9e?k3weB@YovO?Vawtki
zNl=wcJLgl+!?buYsmcmfWd~;mRuEf%>&m5A?&ZqUqq<w$-VAe_V&7*xpEs=%2ahmc
z6zMe4z4~8o$eo!etpo?PV2YuUqA{Sq@VkGR9r88=*tCexr*GEay9y&25oDvrQp)Ym
zJ^lZ&JvaZa+cUxixq)7f=|i=3FXUu+I~aWveHu3aO>>4h5bKC~%QobMa8(2C1BN7K
zz%9*S^eqq)AHj@B3dtN*3c%Lf#J|80!8zhYiXiC_)oA<rM2(ndYUj8R#0+{4+9j?C
z;Su8&CK8OKmkyjLSXIJ8FCiiw#l5)}hIJr=aS95Rc#U9u@O1l<N0ln}1gHPjZ?@FT
z>#Z3?CnAUb4UGz&8^;)f`W7`h^-XGQYC>vEYJ6&3YNBMc<QvIYHRQZByx6=Ht~BPf
z=3*c!Ue$9R$hjIHl`FP6V>%iVy$hE-p6rw$#{i8D`wcqf%4y4OY0-2H&6}SwbTKJ0
z>qBUzxy)~xvzyZ(RS<9l9^z3*Ldc`!ONZ3rAHIZ0s*uVM&k!+0WymVp2&N0#5T*;(
zBvuWLD?aj8*Q`3iB%}`g5N!kd46lT7%MlS6a*9reMuf(Qbsx)zx`brQ2*DDfg#HSh
z5!VUhKDrO-mN>!&LHY7fAlr&389b91e0xs#r_gcZS%~a{(vB5g{OMv6IrFQI;@q(N
zcVB7UZmQe(zF8#R$-hIu+U~BM!);hYsnKruWcZn%J&hqwbl-{nxn0(<8J%?Ikd7K{
zX7sS)puu!Q^!(HWR?rTF#J{p!K*4c{mVG2c(&w#3ETu9(mxx_ri%qE(qZfSkO>eK|
zFM|xQo509GbKHYnne*(GK&J4HDY$S;rv#jcwat4$JpIVznETh(y{<z1UNv)<O`WVW
zG=72>0x8*iKOUZ;U9+wgvg4aJ`?+W2<tGn=6lZtbk3~IoHJ-YS$oLZPUdjf^tS>P8
z-jE2mx$$&cJdn95&J6w1(KV03og-D0HCg8g>VlDqms4c;lu~A@;sIBjWrdfac$s6r
zp+Kd+#%p%NsGpX(b$&4qOAY-CB}6NHwuBWVbZ~-{3R!r??bF(FS?!e<hQHXEu&J!(
zd1mYG7rX_(Gbxv2ywxqky+27KsNVfz+W1|{T!n5Su7jU_!|TJ)u8hYvT3|ZP&L16R
zv1hsu9c-DIqgk^`p9&<t{y{omAWJJHTD}usej`x_ONuKBnFAFHGNk;f(dl$n0e<=+
ze(Xr}@eQea<=gIM#1A|mssgFm$%viRA3K8v@L6ze5m>Y^yzBO3n-}2nTi|kaaCyw@
zVG<of5^y0mxbQ}z-kmH@j0SdldoWjYc6Mn6mTJDq>xzt_-5^)Bc5o#0?qeJEwgQO`
z6+^GWuwnGYkS^o1%4g>7q7^;BFD{;)eMwhT<_>4I9gM5A9>Q9%wK{GoJsU4QvwR#R
zbm1UhLOwr~g7wDVu|eh$6QN$=GzX}62%;q=-6<=nN%#DnYK1DVOH5+eJCgAm3z-#K
zpP4eFWu}cW!3F4)I$u^^*!c%hj=x`|{R$_9)<%>VNB^#329IbaI^O6MB!_pC_r4eb
zKCCmx75NK>HTS)44%2~0lAKA~cDwW_IqrK<>4z`RHCm{K9??@O&1N@I&S>R{uzzEd
zQ*84RFjVX`puIQIc_5(W^?J%K&ZBKZKqrt>#vN)V8uF_%6b|NkO}3a_k=oSvm_4U+
zxk9Dq^>KxvDK}4!C%h<Cb)?M~&iGUL6*$WgS_=M1w;)^l+~o~LS)xl~=YpC?QoX{o
zqDI@q;(Ep7Y4**moQ0_!7l+q}9k_N;en!eXZ8PmTOOI+5B;|_Re=oT2eVV*m-On_n
zPra8I@TgG*)@icCHQsF;^r5!?mBhp|C%#~t-l`806X;v3dKaH=%iiay(#ir}#btO|
zJ{y&}IS1W_j2#(8*_EoU-Ol%;BS;l)N%?$<dE^Maz}q@B+1l2a(?IT<mL^#aRkM-b
zou=B1H)-G$s)bo?OeCLvL|*)EBYKYc27D_rtmY8EO-`EeSvzygbC&d3Hft78O0m{O
z)DeD1>vz7%ef@2HBooz4$PTRKrsfXA!bo%zCdo<)Ro_<d+-2Ks^{7F+bJGB#j$q>7
znl9wg=`vJeEf4nXtv{1%2i85uywHiKZE4;%=yOOAGH`!R@bLgb{?0-NRvyZ9^PITv
zm0ei}HH{oQgz}4}l}TytrR=NwGG0%o?sce>bBTA}L3+oUgv?O9BfqHz|M-J25Kjlz
zG}}994SSi<s80f6pryniT#YI{X%E_xds`;uM~9Y1)>qrSB_OvzT#!BnNlAr&rpMb9
zeE3WA4L$d>Z~oD*Ssrxo!3hGo43_MumX_p)9zOZx(APt=Wx&4(F8f@)wB@X#!|Ir4
ztww08M))j-`#T#&8HR6m0aj2#f$X{Ea`<I_=!V0NN-f5|etW*_rb;cTRbiZ?<|Y0y
z{!l@JBj2!C?JaK;mSUN1&mFNLV;&g7WWS6tSy=Xzwc?WUWk!XW)p}CFIq7&X&yHF9
zzTFh)r+y9*g7HgRt2q(n=(kPY)$WqWo{~te&%TC|gk6PjPDS0SkIh1+vW=LOacz{h
zEtu<GH!;tElFpcpad!iCz(%Uz(~kzG(6~{XIG+S%OBi|Y^k+=}OrHZqhEckfa^V%k
zG~4?Ik~7Fu?=Z!Ws-fsYwz$I2<wu!EEFOkquYM$EmM)Ht!V6>)$v6*Q1orJ{wB*>G
zKMaVd3lQ4H-q0S7`#Nk%X7-}kT(rZ`$%%{BD2mVvPA?F^+1RqwAuCWt%xU!e2PJ7c
z<-p_Auy8ijJ_HXGQ>Y4^b3z*I1R@u-AkF8QkiI=3eP<%XobJKvZ3tuGO$Z5X!JesA
z!z=5C&F_B2rPD@GqA|>5l})S1n}Wms`CYGR*f^t!tfEJr2uSu6Z-3*<7=S08=zSmB
zcOCX*Z<Xl`PX*umcJQe!_q$o(#~|8(^4GNxDkv0_?-Sud`~4v{)g_Q^=UB;)PAEFB
z!~kaMF<kP5{i(!_$9JOIx-X16u;J)?1-gma8jtUGrpHE9f}faCl^G}MIFNPbCjR_v
z2Byjs=2=rh1UX2%a}_*j%Z9Ui{@xU41v`jt{nURSx6WZ4=#QH!SdvdY`csf?q}@@?
zDDq}m_N|g^IxYA3dYW=x@QPjmhw@I+PSPjOaNxZ>!;;LHK}9{j(A@=z9Y!RlDp^T|
zSy(UdGQ7X3tlITBJ%D)e*}^xwDK;jBv66;+3uHB`%ExzB5*WNJ#MeM{)|jps!)#-;
zazj*PhyXoFRf!TWiC2Em53}&P$(XW}xJM<05haC+ok<qivW<7m<hoaPJO?fPn=NM`
zna|m(M%iL+%Zf(cfUZW*v1M>7k(i9ROq5UkD4(jbt&6s;bMEz`>-Cy=zpmH7wXXgo
zg1BFkHe$C$04Li`;F;ofN`3%Gy5&1Hd^;+Y;z6cTT>Z^l(@fZs(MjBlj>RPh>9YTR
zgo^xUVcm?hCGHacN1LDIpR|#NXT-BnMtv92V%{Lt8A@Su%l0E<P0Sb8nseB{t72UI
zi`@lrzlmHp@33Qza-D8HtLD+V-FFiXQ_9sx_28hwIjGx*$fOpSZasKI-wZF3aHX)s
zt|ZH7poMbZ#o&J7G+|U>B3L!i2dBJn@z8@(B}?6UzS^_lGrlO>JMCn$70%mqN4!{q
zD>Gc9hy;tz`mntLwr7euU=aZvw|x=XR{<DtDR&15-q;R+-|Qj^b-&QluXO<D<^}M^
zF@Rt;n2}r-T7ebFot@7Xqc>pqW`ucci8hNMPj01iCI&A^e>B=9Ya*ASiEmB*Z~zA{
z6L+b4=sn{{H8!cxp;zza@p5LE!~1RgXx%3w-zfJ=Th3O5nPyv$-(*)TBWGb&_@3o)
z12VM4%YY7xku72Xjlk?cP2u#2fuBcQS$DrGh|IO!Adv}^&wBn8=5lYGS@H#`8(TFM
z1G2U*%5<yGK0|n)I8dI6wri8ke@ndM#!@r!!Wf2IDK+O^EhV?y<QRBSo5Cgk_lFl!
z%SkM<X)M23^4Q74S1!AwNZ~KAEzt?dvNH&v#RiHm&ZN5KK8misHe)IJ7$wheaQ1Od
z&rN(OK=;1QxEkq%8fkEOUrLi++pl7Zh@BC<^Rf3CFN@WD%_w_M%Y3GjT6P=3?+>Bd
z^*m9wDXMc6<@bzC#fnoT#x4eY_t)C>>})wbN+`z1@EFb%<d~`y#3wSsocnvKmXJKO
zUpS|-na@n*yf2DA)(x0+JPAlF+i>Wcl80}@wj2xU;x6whDcPBDz_aV(D)q`5RcNDz
zVk`OIdX}>6!5CH&B9xbgdDNyN7kLt#3p6%Bfn}wVEv1s#ILkV>S9P#}bI+d1;D9+U
zLGp>-V}tyHzC0%BLmKTSGdIeUJ5SZj)1ZZ<1&_819+^DOw|r8;fn%6}))kY%GQ1~$
zM9q2j;NA+F#vsk&o!F;vs(uRSzG;2f1Il(b@u!%J<gri6bVRhgZc=r)%tmm3iezLv
zB$w#7<yp$7IC&Qns2$Ok{yw94NwvYi>>F^V7bk`E(8pqS&GzY{tEGjWyzSG^PiD3G
zsA%s@?dVMISV&=Lgp;p1<Nhr9-50|GMbY%)z_2|*(@EwHIjO^_?zZaZIk}vxF8=Ew
zUc};N+0E;Z!x+wfs?j>SiaEM^4<jD{=X$EwEpa`QLH6<6V2oOu<KS!)e4j@xB-3MK
z{$v;mPeTw&^IUywe0Q~Yh%i4yZ=)Bs@v}v0$;!%t?kqQ;lNxdvRN!EL<J=*oP{6Ew
z{#<t+Qyv6DhN-j|_Uo14aY?EejXMmy4JJ})$~zwjIuyTr%P%f&%T(@ukXr723qQj6
z0dF(wjXZ4cC)hcNC;rV(bj+I@%$wOukS-<2jlZt%|H@ofGI9?>BNOtm4-t_W9;0qV
z1#BH}@+WBn&N=(re`;$FU=PNdQa;31B##%u6h<4lsjW(gKi>G!_*}|h7k(aWu&cZ%
z(2G7D$@7#ZK(33e)yj^Dmo6DRDm9el;e)+}j*LPyp(UZKhVaMcbCnP$W6~4Un^xB5
zORr9;n7t{{RHgo+((kF4bsIUD*Bq_;wlDrcgRK2-eLjggi-<3>p2aF!R-fZ;f!0DL
zqKPvC`1>RX*@daD2mDW;sT)%68YO+G<uS<Y&La{gvl$xj@Y3FP=6h|?6YJa7lE6=V
zl~xGtW~auhyzs}}AtK7@uN*sdNJV!0@vTDrLt7Iz8*$qO8Jn31oWn2;t(UMD`}kaG
z6TbamfeT`sN|#ao7Nhf_+#_cZWXSy>FrvJgCcPrs=cV3h`?ZODv7S6GKZJ@!FtQx{
zv^zDVYobs20qc_Tpzb@udiurG=%LUD5<_RTu2nL&w*cwB-GY89^x^iHj=WqyF8_e<
zche5zTz~0OleL!Y2>6i((h>LmU}uPA)=Y@IaA-MZ>NgphM8`4d5154Uf$Jbqyff+&
zOjpUHR_R0BX{0}m4_a<xaovgO*7>b^k`oDAVd6sTiQ6Nb>6x!zoCx8*U+mmHCi%#N
zZp*`q8TUz{h~l6ZX^bOL*=YKp5EFO5Y@T#l>w6mmRS|X~nkTtgY#*B8kFpfJx0&cG
zKD|oQ0U9hY$(>(TYfQM8Assq#15YXuq)5nqpG@A$8L#w0_^<gsUwW}uEc+rVI}!}@
zRRpP!z9hL`U;<}jX=A<dwW~v#SOaifX|x-%93onYPk0be2dz9AP3Q@h0X`T#FT#2&
zUaNR~t5aH|=>`}l&-(7!gu?8yivLrhuBTMpPxZT=dY`)-X{49`v}BGaO+RT@)$Fl6
z`k}k@Fsw@V)obPO9v~ZD?2^B;m#fsxYVdiQeTYWjzUvWTC99fXcb?2r6`~p8l>X}k
zH-F*Y>&rV?hl51v_ro-MWJIjUp>!eI3KAK*T5mY;+SyiWh_my;eu?!3%Q?_4seY_&
zY7#^G^-I-kRA6tQuh7gWt(^9in?bR{HPreBv4Y4P{6stA=SlqF>A$~jDWzBHx@$$G
zq7~yhOcVRvmy)i0O}p2|?0PHQjJTfEgZoHp(e+)m29gEAjVO(rL=$81&@d<5o5Z;g
z>6_m(cHs~?M$%&i_9dYYzrS^sV3>x)dr97+6jF=)jZ=}hCA6Tn>vhZdtzG^HU->B=
zOjXQi%J(-<3=OoRV9sq!@|;kapu$b1zBCHx-Rx8%gfG$FO>=ya)({@dU|fmZk8af1
zC%_w%GgG9;uaTkmT5*Tu%UDbK{jc=HVlYmb^`-jKm}`N-NfcJL$*vf>dP!dd!e9th
z%>1zKOtZUIinG1Rm~YWTo$W+_XDGfpHO2f9!aU=Mum;}2Sj0)2-8`XQl0;l2C%Ca;
zo4R4w6Z%o+ngnY2?llmcC?d7q46cfHyjTfNZ_;C3=9f~}ii&4j=S0ef)-L6K)=*$@
z5B0Un&u5OGGeX;AMG(0a;lCbPTFYM)<f=XAKT2Y666H6}+*LkGJh1CEJembBPFNu5
zU#>PfOmye2952%kv6>aTq`q<-77Je72}s=*+n0JCugT?oP%yKV9dxp9+VR8NUn$um
zFUz4W*`}XCS4nmGf+vV@XF^(|UvFHYctFNaKZwadj%iTYaSfbe_j~+SRetoSyK^Fg
zx%(Qi_}7@q`Sm+S_W9l3cz7LoYpvnf+b_HxSj-No2q6|S$_7Zq3qIFd=5=$%P>{pp
zc=6Wup^Jl`#<!sq;m|5-1Du!W`JvTlztMhUtcL6(5)eN#?%L3C=uVtO8feu@JkH(w
z<YVt!>in{`oV&ybo2Nn?o2SelJJTyTVEk!~1oa0!n(AkHx))nrFG}(Jb#3*8dXYv5
zub3eGQI}yD`UKJ5`rDw>k;SFzV3UVU=c|kZuuHLkQ{gwCXD$e#tJT4B(3AC<K8`&c
z*0bSYsE9?GRF%<Uqy8y3Jw5Een<|x-UTWnqm8{Kk-|S&x?O1MuhQ`imUj%5T%iN4%
zEeH2B&zuSWAfdVO{%8}^QW_Ke4DnJL*%}ef>CYf0by8m%HHe&K<>4`g@8O6vHw)66
z;DAAs$?^B-Nr)j-I0RlaUg+&UrP4L)huMVxeNA&->ZW4IO+*ah03mNqhpY}+4@us<
z?Qnypi-FMQ%a2}ifAl8IHTsQQjis+7&5{;0rFXd|<+ko;-Nmd!^T+V~<g*f^$wIl5
zIvyM^N{~nQ{&JZrK|-U3i|Z3Vd~~pptq}MK!|lao+Jz<NFWT}(SUV;ca+0|}Ma3$_
zlyYEgGP56PIaw!7`1X|AKl<dja&(h7x1a3s8E3h%$Tr#gDlV1UWFd*8ok%xsJ&bKk
z?-Lpa*UT8{FOB$p;Fwq~OPhneS${M(+*zesMHVOg`0Uq<*If(W7{dL8Dt?Z-;+AGM
zdgW-Y6YhGRkbOxT`rI=Ke2R-h$+EQK#rq+(CO-!C@5cd``)E07uC(gEpKc_r+aZ+E
zm3}BKP4S4B9k5+8NsNE`DLP&yrc|f*`$#X}y#nSL!*7^2-=+6^>4;Di8J{*<Ax<UH
zG2UtbjiuY;6H%{+*rxs9JDO?oOq3$@877S5Unc8Zw|O>Z|E`O>d?HPN=dFZI@w)Bl
z1bQmsMZu;1Y3TA(Y7(u}tj2~?jj<f(%)lR#`Hn<eGb2=MLZ=y1F5pdpcH<rj<94Y9
z>egC35`7z2!I3kgp@hfxjk4(EPq^Q=?jE}o&11uPN}p5h#udj-+i4%^U9k7gP8@k%
z(9ASfLTrI=!R_8)Y|r!&_`OZt7*V`fYL@*-(JXO!KOy^+gHUFV$~LV?9<R1!@R5Sa
z<m00Ji93a5-Fq1d70HR35>s-jQ#1B7TsagKaT}hO>5n`<bZIiWUS|E=14+m`E?ETP
zX*k+5oToBooAvokSbL969k4DJ7v7B)hwJNqFW$9~Wd5z{)nGDYva#dClj90gp9gQW
zhKVFS+u~(k+`s=ms`jCS78jR*()h=iRbSTPUpS_{DK)XxDrQGf)XU)nMC1keLT=-G
zp6A@}70-JwweGDjGpe5HoAaDo5C63GKBKA|v#&l)+@icUUGjc&HoN|1(k@=^U_*W6
z=Dg?3D2u9bLtQJEXXhlm`fK4E#@pW!#1($ORnJIVpH>`1mqjNz$K_yuc%7IFufE;u
z8)-xDiXk$0n${&Z$+aS!i@&eu+yAJ$+>ML%EjGAMYf(FEWZ-3X72Kv}7vwE<8^kV{
z+Iq4blQS;1(K;KD7&EGzXL6_Gap!DTfR2W6|D8T-m2SzMeS>EK)&~}5Dr0@dy@%NE
zvID-B=Cp1O&^(`5s;XlsYF~%fO{s2)SRbe)c6)`qJd&7<h=_s`W*)zrNYYj8C#?+%
z_BHO|e@JQrnGx21`|+0pe;0u;%L1?sz7+Dcd8r7E<(ybOAUYUrT1<%!NVCIV|A^_8
z&S33M;%4*wyzxAg!Qt7Mme)%LTUg1lSLBc-8P`|AvZf{KX2B;czMqh67qLjYi&AsO
z8L&tMjHEsy__hyMFDX4fOsmKHrry^5W|c(4_T-Tp=6pqDFLyDTIZW9^q8E+la4GS7
zG^Lm&#EnZ73tA$XXxWcg7+H_37`c4-f7^TTF|r(yH7dGNnsJI4t>j4<aOv-21x0vo
zVOq9Q%$5FX-!8A$QT(mV-bv4{h9T9ec9uSRMAVWp#nsxo%N_IpEP1!FP(7x4%f*!C
zfQd?@S~{kBNA;}aWdz5zKmOto_Vl+`ZKKI|O<iN@VPqQpAQtGCqbDu!v)h~Vl@J%3
z=g*8SNn2Q)s8kE|Pve3Tjw41}B;Dn~(lY{{-^4#{7&y8K>0!vr-(GW`oIsy0xU*}k
zZd0>C0DM%t=AQMPJpzGsGBu^82j+{Efz!7{JtJt7)*YP`os68O>YYsair<ZN1?_U~
zei1bfa-QbJ?N0e6{EKVXXtzq#dYW(Z-OSsWl*2uV!Z%+e(qtHx9<HzneJHeQF`{A^
zwj&lgZ88|UBd#z)IYu#UnEhxY>B5jJaOZW!>9>I@!hs;BKoY_={)^O<+Lrc;hYmB%
zY0F|AHBEz4i@$1*H(d08Q`X#L)0symr;yu+jk>|SUmU%33VOyErsPA<;*pvDA&2aK
zLNl3@#xV<~#557j;Or1zefTSerI|JA%-(okS^LLY(o_@)2}x~1xlV!e?}wM_1EV-Q
z@^?5mI_Ab=?G*RsUKWJL+P6?pQR+jLxI1d3iBvlrIPSGPOH^-*+3S2ggJ>J7`Ng55
zuJ@yb1`|h-!-^vQ9;Kdwic0?N(ielO^Vt-OW3i3l;Z)WX2VC?Vhil8RoeLKd5)cs~
zx4AcaZF>W|65g`y$CAv9_|NTiq|Y?o2CTLRC~soMhiX}Ia?JDFr}Ocv+<g@5Q$wTh
zD4xyQ$^MZH4Pl(GMn>1CvMnJ4!#Cr|qI~D-#m4YisR_-r&oS)>y1c?VwHfBa1r;}s
z)&p@3wh0uA?kR5a3Y<im3Clchlm*Vat;Wx$ha8{(Fk$}wkFx-hjtndTDob}I$9Dyc
zUGFRpCcW?|S9Hp#ed0aKwQN<wZsM*;>#eXQ>Zk6?*?uNFUu0hSX)@n#k|MBL4u-$t
z2N|g0JRyH8`7_7u&Y?K1cgs>_8&<QB-iNNrYTG4~((@|hn2_2By>WuTX_kv80vnN%
zoL^TsP23a!wwn5nV}F>C(7#G}q~KMSUKEpIZZbq5uDa#rUpL)75w1AG+#dK+(U>Hl
zOVWkSKx$9*RJB==bAMng45^;4QDRz&i#1aM*Y_Ha^dET6d2)Y1g+UOKjZ`uayv$8_
z=U~j(Y%>97RL$c^29=w99e4bi=lGS@_baU<o}T_Hhr`_afX1E@Xp9=|V+GC2Fliu}
zvHrs8VH4^bp*Y2Ih+nN`gR4<<FMN7!n*4<8FtLv|`jx;ip3~c~*do3j9)TRCwX+qU
zRGB+{!RYiv{&c7)3V(td06A1V1wOuiL{5;kaEB_wTs%NLa?0|k45uO=9*;cK-3mZk
zxOkwd+(AYlRFsAP9SgM6@pborIxD-_z^-r_aBC>s-o+M#is_(@$D<9kwFgA-1)(B2
z0A(FdS63&fGZ5wh#EXi(fa+Qorlc&dX5k9r`78bd5Y++b8zl+c-qiyJzhW(elFI`m
z$}a-6vT%I>wYRnN00{{S|0S~rhzlYDi~xuPVe1Y8;y$35$jZWeKtk7@qsl<I2q*-E
z3LpVUgQ`%sa0a45{Bs7BJuIB;tz=wmouGh_K%fYyvmQwJy2W+ui2s)EY8*PAmL6Ae
zCH`<i0U>|Inn2<4c=SP{S4<=&K_+-S3NApX3e-&fXVhE|Q1kPL4XQmVRt4-4@ZmKe
zrUi(P_umqr`u%HNA;3-40{@>8F+{JX{XZcuJhk~;zVQ-F?&Af5Zn3|JyFrbyB0^I}
z(WmFZ(Wg%H?vjWiL97a@L`HOPXM;_K>PAO@A9_I)rc({VhNH=4Mc+B)eapEL;p5OA
zZ_oO4#g$QaHu(#^&%g&i$28DL#9gyx(_kx^xLe7QBqapXdm*t{8Bsky7}we;Xty65
zP{%c2KF&TAz%x>|_?G<Ax6E#40NwWod3*|q-!kF*cFWMl6<S+fN|PFq(AYNL>Cuo~
zhq$FS4mo*cbEeRTB|R@VSOc8L-r?P&5?}t7=gpT_I%(`;AYWHj8V~EAkY__r`tmhG
zKXY8((yDQ?(RTNSM_wjaso%Mp5jXT@Xg+cO{5)~o4A|>jK3a*|>6pfC=4VcizGu&h
z$vOH<sZR#~iwW`nbE<)by;4p^KG2nIX`>e9?{)bnRt~@d3XHNSKGbq)qqIN{4s%6m
zs1b;l8(3g~g!mx9Rag{t1psPLYkQ0TFGAA-j<Sm@mMDXBhk3%Spza_(ROcuYgn0mw
zQBazEt-P8Rw$Oiwc%@f=sm`CcDT1PWD8wHvK^cd#i#^~cG~qBS9jFJ$#@@vm{--05
zC1Bz%s3BR~TY3B`UDa7Rqih;z{9ir-^tVr7yN>Dt;`xu)V0$E|!w$q|`G=PP0p?;2
zwE-9bF5=o)ubOfF<t(^>Hh&|o#t6s)wBWlI24y|&t`=5MxP^-?6m*{#I3z*$6@fz%
z1lZ5N?(>OWH?y>{va<j@4==9}9{}g&6_CG5L}afLLH?^m_Bs(1xhlzBL;f^SxULks
zhA0YLL4*WR2_Nq@7a^gm65lmM=&Au9-&G~Akm%Jt{_Ea_u2}Q&L$0|fT;G$qE&&4p
zcnV&z<`qVb4k%ssE_~I1Pf+d(DSXut-?b3D!dD{k313Ssd@YN}A1+tD^UGf)ybypV
zFjar%1T|@>wf)bESb4%xI(Vf3SL=kDe|s0`e{{qZ=89^6MgP;JP;L>Wfkq%vVbm!s
z$_r?(=oJYH34-{9fjmHhf)EgdSMZ7i`T0N)exMAHAVdHN^>a;v5FrpmNcf8Qc>#<t
zfCorW5S16XCVmkRKfnh?B7*!tDs)9C3_qX16<y^8fHFXWLZ}p|M-e|N1=<57AOi3Z
z6uu@1z()kY0VDv($uA;$MX0<efI|_4mme@`U>;C|MeRw~gXTiXfZDpQgaP)qzd@*7
z2L%EUf3^Fkr<a3y0+tVKd8)u~@&O-mW$`Gl@wcVB|I^g}a6@epC@<jtm(#e0%UJ*$
zAI$cj4gQMEglZw<>0t+K#cb>-uLZU6u!p(GqZ|vHycmQRBE&1eE5ZlN7DR}Pm;W9w
z?>zvg2DARZAb?A;_5^Gb#HMC%1&6uAY&^t3n!qE32S^tN0zyOqY;^5CfUWp%07xGO
zw+3;6<Y88xs7DDt_J7Fi1Bcq+0s13Ih=;QD>jQX95absG+5D-42#JaUbA>uUE`Qen
zOZ%@nK@kYB1pkFY6##|(cOAg}zw01EB7nO6yH1qv-#7pv_&;$%{QpBfK~cag{>4u~
zRN&w8K?DT=7xpilps)y_H>l(9@e1<_{G-kTZUH<Q!LJ@5uAb%qJNUDGzyKAy&g<Cw
d0S_XA*L#Bn+~aDlA;J&{KOQTqf`%gA{{y<6pcViC

literal 0
HcmV?d00001

diff --git a/src/xAI.Tests/xAI.Tests.csproj b/src/xAI.Tests/xAI.Tests.csproj
index 0dc342c..7213863 100644
--- a/src/xAI.Tests/xAI.Tests.csproj
+++ b/src/xAI.Tests/xAI.Tests.csproj
@@ -44,6 +44,7 @@
 
   <ItemGroup>
     <None Update=".env" CopyToOutputDirectory="PreserveNewest" />
+    <None Update="preferences.pdf" CopyToOutputDirectory="PreserveNewest" />
     <None Update="Content\**\*.*;*.md" CopyToOutputDirectory="PreserveNewest" />
     <Content Update="Content\**\*.*" CopyToOutputDirectory="PreserveNewest" />
     <Content Include="*.json;*.ini;*.toml" Exclude="@(Content)" CopyToOutputDirectory="PreserveNewest" />
diff --git a/src/xAI/GrokChatClient.cs b/src/xAI/GrokChatClient.cs
index eea6bdf..8763ae2 100644
--- a/src/xAI/GrokChatClient.cs
+++ b/src/xAI/GrokChatClient.cs
@@ -1,14 +1,17 @@
-using System.Text.Json;
-using Google.Protobuf;
 using Grpc.Core;
-using Grpc.Net.Client;
 using Microsoft.Extensions.AI;
 using xAI.Protocol;
 using static xAI.Protocol.Chat;
 
 namespace xAI;
 
-class GrokChatClient : IChatClient
+interface IGrokChatClient : IChatClient
+{
+    string DefaultModelId { get; }
+    string? EndUserId { get; }
+}
+
+class GrokChatClient : IGrokChatClient
 {
     readonly ChatClientMetadata metadata;
     readonly ChatClient client;
@@ -34,9 +37,12 @@ internal GrokChatClient(ChatClient client, GrokClientOptions clientOptions, stri
         metadata = new ChatClientMetadata("xai", clientOptions.Endpoint, defaultModelId);
     }
 
+    public string DefaultModelId => defaultModelId;
+    public string? EndUserId => clientOptions.EndUserId;
+
     public async Task<ChatResponse> GetResponseAsync(IEnumerable<ChatMessage> messages, ChatOptions? options = null, CancellationToken cancellationToken = default)
     {
-        var request = MapToRequest(messages, options);
+        var request = this.AsCompletionsRequest(messages, options);
         var response = await client.GetCompletionAsync(request, cancellationToken: cancellationToken);
         var lastOutput = response.Outputs.OrderByDescending(x => x.Index).FirstOrDefault();
 
@@ -62,7 +68,7 @@ public IAsyncEnumerable<ChatResponseUpdate> GetStreamingResponseAsync(IEnumerabl
 
         async IAsyncEnumerable<ChatResponseUpdate> CompleteChatStreamingCore(IEnumerable<ChatMessage> messages, ChatOptions? options, [System.Runtime.CompilerServices.EnumeratorCancellation] CancellationToken cancellationToken)
         {
-            var request = MapToRequest(messages, options);
+            var request = this.AsCompletionsRequest(messages, options);
             var call = client.GetCompletionChunk(request, cancellationToken: cancellationToken);
 
             await foreach (var chunk in call.ResponseStream.ReadAllAsync(cancellationToken))
@@ -130,162 +136,6 @@ static CitationAnnotation MapCitation(string citation)
         };
     }
 
-    GetCompletionsRequest MapToRequest(IEnumerable<ChatMessage> messages, ChatOptions? options)
-    {
-        var request = options?.RawRepresentationFactory?.Invoke(this) as GetCompletionsRequest ?? new GetCompletionsRequest()
-        {
-            Model = options?.ModelId ?? defaultModelId,
-        };
-
-        if (string.IsNullOrEmpty(request.Model))
-            request.Model = options?.ModelId ?? defaultModelId;
-
-        if ((options?.EndUserId ?? clientOptions.EndUserId) is { } user) request.User = user;
-        if (options?.MaxOutputTokens is { } maxTokens) request.MaxTokens = maxTokens;
-        if (options?.Temperature is { } temperature) request.Temperature = temperature;
-        if (options?.TopP is { } topP) request.TopP = topP;
-        if (options?.FrequencyPenalty is { } frequencyPenalty) request.FrequencyPenalty = frequencyPenalty;
-        if (options?.PresencePenalty is { } presencePenalty) request.PresencePenalty = presencePenalty;
-
-        foreach (var message in messages)
-        {
-            if (message.RawRepresentation is Message input)
-            {
-                request.Messages.Add(input);
-                continue;
-            }
-            else if (message.RawRepresentation is CompletionMessage completion)
-            {
-                request.Messages.Add(completion.AsMessage());
-                continue;
-            }
-
-            var gmsg = new Message { Role = message.Role.Convert() };
-
-            foreach (var content in message.Contents)
-            {
-                if (content.RawRepresentation is CompletionMessage completion)
-                {
-                    request.Messages.Add(completion.AsMessage());
-                    continue;
-                }
-
-                if (content is TextContent textContent && !string.IsNullOrEmpty(textContent.Text))
-                {
-                    gmsg.Content.Add(new Content { Text = textContent.Text });
-                }
-                else if (content is TextReasoningContent reasoning)
-                {
-                    gmsg.ReasoningContent = reasoning.Text;
-                    gmsg.EncryptedContent = reasoning.ProtectedData;
-                }
-                else if (content is DataContent dataContent && dataContent.HasTopLevelMediaType("image"))
-                {
-                    gmsg.Content.Add(new Content { ImageUrl = new ImageUrlContent { ImageUrl = $"data:{dataContent.MediaType};base64,{Convert.ToBase64String(dataContent.Data.Span)}" } });
-                }
-                else if (content is UriContent uriContent && uriContent.HasTopLevelMediaType("image"))
-                {
-                    gmsg.Content.Add(new Content { ImageUrl = new ImageUrlContent { ImageUrl = uriContent.Uri.ToString() } });
-                }
-                else if (content.RawRepresentation is ToolCall toolCall)
-                {
-                    gmsg.ToolCalls.Add(toolCall);
-                }
-                else if (content is FunctionCallContent functionCall)
-                {
-                    gmsg.ToolCalls.Add(new ToolCall
-                    {
-                        Id = functionCall.CallId,
-                        Type = ToolCallType.ClientSideTool,
-                        Function = new FunctionCall
-                        {
-                            Name = functionCall.Name,
-                            Arguments = JsonSerializer.Serialize(functionCall.Arguments)
-                        }
-                    });
-                }
-                else if (content is FunctionResultContent resultContent)
-                {
-                    var msg = new Message
-                    {
-                        Role = MessageRole.RoleTool,
-                        Content = { new Content { Text = JsonSerializer.Serialize(resultContent.Result) ?? "null" } }
-                    };
-
-                    if (resultContent.CallId is { Length: > 0 } callId)
-                        msg.ToolCallId = callId;
-
-                    request.Messages.Add(msg);
-                }
-                else if (content is McpServerToolResultContent mcpResult &&
-                    mcpResult.RawRepresentation is ToolCall mcpToolCall &&
-                    // TODO: what if there are multiple outputs?
-                    mcpResult.Outputs is { Count: 1 } &&
-                    mcpResult.Outputs[0] is TextContent mcpText)
-                {
-                    request.Messages.Add(new Message
-                    {
-                        Role = MessageRole.RoleTool,
-                        ToolCalls = { mcpToolCall },
-                        Content = { new Content { Text = mcpText.Text } }
-                    });
-                }
-                else if (content is CodeInterpreterToolResultContent codeResult &&
-                    codeResult.RawRepresentation is ToolCall codeToolCall &&
-                    // TODO: what if there are multiple outputs?
-                    codeResult.Outputs is { Count: 1 } &&
-                    codeResult.Outputs[0] is TextContent codeText)
-                {
-                    request.Messages.Add(new Message
-                    {
-                        Role = MessageRole.RoleTool,
-                        ToolCalls = { codeToolCall },
-                        Content = { new Content { Text = codeText.Text } }
-                    });
-                }
-            }
-
-            if (gmsg.Content.Count == 0 && gmsg.ToolCalls.Count == 0)
-                continue;
-
-            request.Messages.Add(gmsg);
-        }
-
-        if (options is GrokChatOptions grokOptions)
-        {
-            request.Include.AddRange(grokOptions.Include);
-
-            if (grokOptions.Search.HasFlag(GrokSearch.X))
-            {
-                (options.Tools ??= []).Insert(0, new GrokXSearchTool());
-            }
-            else if (grokOptions.Search.HasFlag(GrokSearch.Web))
-            {
-                (options.Tools ??= []).Insert(0, new GrokSearchTool());
-            }
-
-            request.UseEncryptedContent = grokOptions.UseEncryptedContent;
-        }
-
-        if (options?.Tools is not null)
-        {
-            foreach (var tool in options.Tools.Select(x => x.AsProtocolTool(options)))
-                if (tool is not null) request.Tools.Add(tool);
-        }
-
-        if (options?.ResponseFormat is ChatResponseFormatJson jsonFormat)
-        {
-            request.ResponseFormat = new ResponseFormat { FormatType = FormatType.JsonObject };
-            if (jsonFormat.Schema != null)
-            {
-                request.ResponseFormat.FormatType = FormatType.JsonSchema;
-                request.ResponseFormat.Schema = jsonFormat.Schema?.ToString();
-            }
-        }
-
-        return request;
-    }
-
     /// <inheritdoc />
     public object? GetService(Type serviceType, object? serviceKey = null) => serviceType switch
     {
diff --git a/src/xAI/GrokProtocolExtensions.cs b/src/xAI/GrokProtocolExtensions.cs
index bc2780a..2be359c 100644
--- a/src/xAI/GrokProtocolExtensions.cs
+++ b/src/xAI/GrokProtocolExtensions.cs
@@ -221,6 +221,195 @@ static IEnumerable<ChatMessage> ToChatMessages(IEnumerable<CompletionMessage> me
         }
     }
 
+    /// <summary>Converts messages and optional options to an xAI protocol completions request.</summary>
+    internal static GetCompletionsRequest AsCompletionsRequest(this IGrokChatClient client, IEnumerable<ChatMessage> messages, ChatOptions? options = null)
+    {
+        var request = options?.RawRepresentationFactory?.Invoke(client) as GetCompletionsRequest ?? new GetCompletionsRequest()
+        {
+            Model = options?.ModelId ?? client.DefaultModelId,
+        };
+
+        if (string.IsNullOrEmpty(request.Model))
+            request.Model = options?.ModelId ?? client.DefaultModelId;
+
+        if ((options?.EndUserId ?? client.EndUserId) is { } user) request.User = user;
+        if (options?.MaxOutputTokens is { } maxTokens) request.MaxTokens = maxTokens;
+        if (options?.Temperature is { } temperature) request.Temperature = temperature;
+        if (options?.TopP is { } topP) request.TopP = topP;
+        if (options?.FrequencyPenalty is { } frequencyPenalty) request.FrequencyPenalty = frequencyPenalty;
+        if (options?.PresencePenalty is { } presencePenalty) request.PresencePenalty = presencePenalty;
+
+        foreach (var message in messages)
+        {
+            if (message.RawRepresentation is Message input)
+            {
+                request.Messages.Add(input);
+                continue;
+            }
+            else if (message.RawRepresentation is CompletionMessage completion)
+            {
+                request.Messages.Add(completion.AsMessage());
+                continue;
+            }
+
+            var gmsg = new Message { Role = message.Role.Convert() };
+
+            foreach (var content in message.Contents)
+            {
+                if (content.RawRepresentation is CompletionMessage completion)
+                {
+                    request.Messages.Add(completion.AsMessage());
+                    continue;
+                }
+                if (content.RawRepresentation is Content protoContent)
+                {
+                    gmsg.Content.Add(protoContent);
+                    continue;
+                }
+
+                if (content is TextContent textContent && !string.IsNullOrEmpty(textContent.Text))
+                {
+                    gmsg.Content.Add(new Content { Text = textContent.Text });
+                }
+                else if (content is TextReasoningContent reasoning)
+                {
+                    gmsg.ReasoningContent = reasoning.Text;
+                    gmsg.EncryptedContent = reasoning.ProtectedData;
+                }
+                else if (content is DataContent dataContent)
+                {
+                    gmsg.Content.Add(new Content
+                    {
+                        File = new FileContent
+                        {
+                            Data = Google.Protobuf.ByteString.CopyFrom(dataContent.Data.Span),
+                            MimeType = dataContent.MediaType,
+                            Filename = dataContent.Name ?? "",
+                        }
+                    });
+                    //gmsg.Content.Add(new Content { ImageUrl = new ImageUrlContent { ImageUrl = $"data:{dataContent.MediaType};base64,{System.Convert.ToBase64String(dataContent.Data.Span)}" } });
+                }
+                else if (content is UriContent uriContent)
+                {
+                    if (uriContent.HasTopLevelMediaType("image"))
+                    {
+                        gmsg.Content.Add(new Content
+                        {
+                            ImageUrl = new ImageUrlContent { ImageUrl = uriContent.Uri.ToString() },
+                        });
+                    }
+                    else
+                    {
+                        gmsg.Content.Add(new Content
+                        {
+                            File = new FileContent
+                            {
+                                Url = uriContent.Uri.ToString(),
+                                MimeType = uriContent.MediaType
+                            }
+                        });
+                    }
+                }
+                else if (content.RawRepresentation is ToolCall toolCall)
+                {
+                    gmsg.ToolCalls.Add(toolCall);
+                }
+                else if (content is FunctionCallContent functionCall)
+                {
+                    gmsg.ToolCalls.Add(new ToolCall
+                    {
+                        Id = functionCall.CallId,
+                        Type = ToolCallType.ClientSideTool,
+                        Function = new FunctionCall
+                        {
+                            Name = functionCall.Name,
+                            Arguments = JsonSerializer.Serialize(functionCall.Arguments)
+                        }
+                    });
+                }
+                else if (content is FunctionResultContent resultContent)
+                {
+                    var msg = new Message
+                    {
+                        Role = MessageRole.RoleTool,
+                        Content = { new Content { Text = JsonSerializer.Serialize(resultContent.Result) ?? "null" } }
+                    };
+
+                    if (resultContent.CallId is { Length: > 0 } callId)
+                        msg.ToolCallId = callId;
+
+                    request.Messages.Add(msg);
+                }
+                else if (content is McpServerToolResultContent mcpResult &&
+                    mcpResult.RawRepresentation is ToolCall mcpToolCall &&
+                    // TODO: what if there are multiple outputs?
+                    mcpResult.Outputs is { Count: 1 } &&
+                    mcpResult.Outputs[0] is TextContent mcpText)
+                {
+                    request.Messages.Add(new Message
+                    {
+                        Role = MessageRole.RoleTool,
+                        ToolCalls = { mcpToolCall },
+                        Content = { new Content { Text = mcpText.Text } }
+                    });
+                }
+                else if (content is CodeInterpreterToolResultContent codeResult &&
+                    codeResult.RawRepresentation is ToolCall codeToolCall &&
+                    // TODO: what if there are multiple outputs?
+                    codeResult.Outputs is { Count: 1 } &&
+                    codeResult.Outputs[0] is TextContent codeText)
+                {
+                    request.Messages.Add(new Message
+                    {
+                        Role = MessageRole.RoleTool,
+                        ToolCalls = { codeToolCall },
+                        Content = { new Content { Text = codeText.Text } }
+                    });
+                }
+            }
+
+            if (gmsg.Content.Count == 0 && gmsg.ToolCalls.Count == 0)
+                continue;
+
+            request.Messages.Add(gmsg);
+        }
+
+        if (options is GrokChatOptions grokOptions)
+        {
+            request.Include.AddRange(grokOptions.Include);
+
+            if (grokOptions.Search.HasFlag(GrokSearch.X))
+            {
+                (options.Tools ??= []).Insert(0, new GrokXSearchTool());
+            }
+            else if (grokOptions.Search.HasFlag(GrokSearch.Web))
+            {
+                (options.Tools ??= []).Insert(0, new GrokSearchTool());
+            }
+
+            request.UseEncryptedContent = grokOptions.UseEncryptedContent;
+        }
+
+        if (options?.Tools is not null)
+        {
+            foreach (var tool in options.Tools.Select(x => x.AsProtocolTool(options)))
+                if (tool is not null) request.Tools.Add(tool);
+        }
+
+        if (options?.ResponseFormat is ChatResponseFormatJson jsonFormat)
+        {
+            request.ResponseFormat = new ResponseFormat { FormatType = FormatType.JsonObject };
+            if (jsonFormat.Schema != null)
+            {
+                request.ResponseFormat.FormatType = FormatType.JsonSchema;
+                request.ResponseFormat.Schema = jsonFormat.Schema?.ToString();
+            }
+        }
+
+        return request;
+    }
+
+
     internal static IEnumerable<AIContent> AsContents(this IEnumerable<ToolCall> toolCalls, string? content = default, List<AIAnnotation>? annotations = default)
     {
         foreach (var toolCall in toolCalls)