:::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::;;;::;;;;;;;;;; :::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::;:;;;;;;;;; ::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::c:::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::;;;;;; ::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::c::c:::c:cc:::::c::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::;;; :::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::c:cccccccccllodddddxdOxxxxxkxxxxkOxxdxddddoollcccccccccc:::c::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::: :::::::::::::::::::::::::::::::::::::::::::::::ccc:::::c:c:c:cccccccclododdk0kkxxxdxddox0kOdkokoOoxoddOdOoOdOxkkKOOxxddlccccccccccccccccccccccc::c:::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::: :::::::::::::::::::::::::::c::::c:::ccc:c:cc:ccccccccccccccccclddddxxxddoookOxxddoddolokkkOdkdkxxdxdxxkxxxxxxxdkOkOxOxxOkkkOxdlcccccccccccccccc::ccccccc::cccc:c::::c:c::cc:c:::::c::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::: ::::ccc::c:cccc:::cccc::ccc:ccccccc:cccccccccccccccccccccloooxlkOxddolocccxO0OOxOdkdolkOkkKO0x0kxxkxOOKO0OOKkxkOk0kOdkdxxOoO00kkxdoccccccccccccccccccccccccccccccccccccccc:ccccccccccccc:::::c::c:c::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::: ccccccccccccccccccccccccccccccccccccccccccccccccccccoooddooloclkOOxxxdoclcdOk00kkxxokdkOkkKx0x0kkkxxK000OKk0kOdK0XOK00KO0dxO0kkkOxOkxkxocccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc:::c:::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::::: ccccccccccccccccccccccccccccccccccccccccccccccccclllxkdoolc::llkk0OkxdlooolOx0O0xkxkkxkOkOKk0O0OOOxOKKOKOKOKOdOKKKKOXOXOOxKKX0OOdxkOd00OOxdlcccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc:c:cc::c:::::::::::::::::::::::::::::::::::::::::::::::::: ccccccccccccccccccccccccccccccccccccccccccccclllllcolxkdolclclloOx0Oxdodxdokx000Okk0OOOKk0000O00O000XXKX00XKOx0KNKXK0XOKxO0XKXKKXKKkx00O0kkkxdlcccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc:cc:ccccccc:ccccc:::::::::::::::::::::::::::::::::::::::: cccccccccccccccccccccccccccccccccccccccccclllcccc:ccxlOOolodollckdk0OddxOOkOkkKO0kxxddkdOxxxkdxOkddkOkxxkOOkkOOKKKKXXXK0OKXKNKKKKKO0XXKOxxO0Od0Kkocccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc:c:c:cc::::::::::::::::::::::::::::: ccccccccccccccccccccccccccccccccccccccccl:ollc::clloxolkkoddddolxxx00OxddooxoOOOkkxxdokkOxkxxdxxkkx0KkOOOkOkxxkKkOOdkxkX0XNNXXXXKO0XXXNXXKkkOkKX0kxocccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc:c:::c:::::::::::::::::: cccccccccccccccccccccccccccccccccccccc:::::dlcccllllkllcdOxxxxxxOdlOOkkddolkoOxO0OOxxdk0kkOOkxkkxOO0KOK0K0kkk00K0kOkxxx0kxxOO0XKK0XNXXXXXXXKk0O0K0kxxdlcccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc:ccc:cc:::c:::::: ccccccccccccccccccccccccccccccccccccc:::::::lc:cclloxlcclk0kxdllddlOdOOOdodkdxd0O00kkxOKkOOOkxkOkkOKXKK0k0kx00K0K0K0OxK00Ok0xxdd0XKNWNXXXX00XNXKkk00kk0Oocccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc::: ccccccccccccccccccccccccccccccccxdlcccc::::::cocclllxocldodOkoolokokokOOkdxOOxdk0O00kkKkk0OkOOOOOOOKXKKKOkOkKK0K0OK0k00X00KKK0xk00kkOKXNN0KXNNXXXKOkO00kOdcccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc ccccccccccccccccccccccccccccccc;;doooocccc::::codoooxclolllk0koddkxoookkOOxO0ddd0OO0OOKkOOOOOOOkxxkKKOOOKKOOKX0O000O00K0K00000OKXKOxKOkx0XNXNNXNNNX000KKxkklcccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc ccccccccccccccccccccccccccccc:;;;;dllcoooc::::coxkclxllkoooldk0xdkOolooOkkOOKxox00kOxKk0OOO0kxddook00kkxxxOOOKKK000OKXKXK0OKO0KXXXXKKkkkXX0KNWNNNKKXNKkOXOxOxllccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc cccccccccccccccccccccclcclc;;;;;;;:d:::clollcc::ldocxokdooolldxkxOOllodkOxk00xxxdkkkxkOkdkkxkkkxxdkK0kkOxxd0k0kKOOK00KXX0KO0OXXXXKXKKOON0OK0kOXNXXNNNNXOkXO0XKlccclclccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc cccccccclcclcclcccclclllc:oc;;:::;;:x::coolcooocclxlkddoolloooxkkO0dxxddxkxxkdoookxxxxldkOOxxdOOkxkK0OkxxdOxxxO0OkkK00O0OOOKKXNXXXKK0XNX0OkKKk0KKNWNNNNNK0KXXkkllllllllcclccllcccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc llllclllllllcclllllllllc;,;cc:;::::::d::odccllcodoldOOxddkxxdlclod0kdooxokdxOdllldkxxddxxdkOOkxxxd0XOkOOkx0O000kdxkOxkkk0k00O0KXN0OKXXXKXNXX0OXK00NWNNNXKKOXXOxklllllllllllllllllllllllcllllcccccccccccclccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc llllllllllllllllllllll:,,;;:o:::;:::;ld::d:c::::clllxodooclccloloxoxxxxdodOkkOolookxddookxOxxkOkkxKXO0O0O00K00kxx000kOkxdkO0KK0OOOOXXXXKNNX0XKKKXOOXXKKKXNNO0XxkOolllllllllllllllllllllllllllllllllllcllllllllccclllcccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccccc llllllllllllllllllllc:,,;;;;;l:clc;:::oo:ol::c::::lo:olclllllloloodlolkkxdx0kOxoldxxllooxkkkxdoooOXNK0OOOKKOKOxx000OKOOxkOOOxkkkO0K0O0KXXXXXNXWKKX0OXNXXNNNXk0KKN0lllllllllllllllllllllllllllllllllllllllllllllllllllllllllclllllllcclcccccccccccccccccccccccccccccccccccccccccccccccccc lllllllllllllllllllc:;,,;;;;;;c:;coo;::docl:::cccoc::collddclldoollxoddooxkOOk0xdkxxddddkdokddoookO0kkkkkkO0O0k00OO0KKkOOKKKOOO0OkOOkddKKKXKXNNK0OOXKOXWWNWNN0NNOkolllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllcccccccccccccccccccccccccccccccccc lllllllllllllllllll;,;;;;;;;;;;::;;lol::dll::::ldl:::ccoccldoodolllldxxddxxO0OkxOkooddxkddxdkooloOO0xxxxOkOkOO0OOOO0000K0KXK0O00KKOOOxxkx0KKX0K00K0OKOkXWNX00XKXOxxllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllclccccccccccccccccccccc llllllllllllllllll:,,,;:;:;;;;;;;;;:d:ll:xkc::dd::::;::clc:cxkdooooddxolokxxdooxOdooooldkxdddxdlo00OxkkkkkOkxkk0O0OkkKKKK0K0KX00XX0000kkOx0K00NXKXX00K0XNKKNXWkO0xkdllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllcccccc lllllllllllllllllc,,,;;;l;;;:::,,;::xc:::c0dcoc::::::::::c::lokdddoooddodooxlooxdkxooollodddddxldKK0OOO0OkkkkkkkkkkOO00OOOO0KKKKNXKKOKXkkKK0O0XNXXNNK0KKXXNNWNX0KKN0llllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll llllllllllllllll:;,,,;;;;lc;;:c:;;;::o:;;:lOkdddooolllolllllxdddddolooxdooddookddodkkolllloxkkkxx0KKKXKOkkkOO0OOkOOkx0Oxk000kkOO0K0OK0OkKKK0kkKKNNNX0XKKkKNNNNK0XKkxllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll llllllllllllllll:,;;;,,,;;:;;,,:;:c:c:;;;;cll::::;:::::::cccoc:cooxolldxooxdookoddxkOO0xxdddoocdxNKOOOO0K00KXK000kkkk0kxkOOOOk0O0k0000KKOkKKkxONXX0XNN00x0NX0000KOxxolllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll olllllolllolooll;',;;;;;,,,;;;;;:;:lloc;;c:;ld:::::c;;;;c::ccll::lcdxllxdkxxkkOkkxxOxxdOkdloloxxOXKkkkOO000OXXXXK0k0000O00OkOkkXddkOKKXXN0O0K000XXXNKXX00NNXXKNO0kxkooooooooooollllollllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll oooooooooolloooc,,,;;;,;;;;;';;;c;;;;:dc:;;;:ol:::;:c::c::::::coc:lclOOkdxxkxkdddxxOOxxxdxkoxkxxKXKKkxk0000K0OOOO00K00XKKK0kxxXO0xdkKX00K0kOkOxd00K0NXO0XKKKNXN000XKoooooooooooooooooooooooolooooooollolllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllllll ooooooooooollll:,',,;;;;,,:;;;:l;:;;;;:ooc:;;;:c::;;;:c:lllc::::ll:dlodxxxdokxdoddddOooclok00Oxx0XKNX0xO0OOKK0OOOkkkxkXKXXO00Kkkkk0OkKK00OkxxkkxOXKK0KKKKOONXNKOXXkdoooooooooooooooooooooooooooooooooooooooooooooolooooolllloollllllllllllllllolllllllllllllllllllllllllllllllllllllllll ooooooooooooooo:,,,,,,;;;;,,,:ccc:;;;c;,;;::::;lc;;;::::::::::::;cdllcxokXNO0kkxollcoklkO00OO0OkkXXWNNX0odO0xdxOO000O00OOXKOOOkk0K0OkOK0000OO0kOk0KKKNKkKkXN00OOKxxoooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooloooooooolllllolllllllllllllllllllllllllllllllllllll oooooooooooooooc;,;;;,,,;;'';,,;:ol:;;,;;;;;:c::cc::;;:::::::::;:cclldokkX000KKKOOkx0KOXOkxkkkxk00KXXXXK0OKKK00KXNNWWX0xkkkNOxOOkkOOOx0K0OK0kkOkxOKXKK000KXK0000xddooloooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooloooooloolollllllllllllllllllllllll oooooooooooooooc;,,,;;;;;;,';,,,,;:c:;cclc::c::;:cllc::::::::;:cc:::cldkkXKK0O0NNNX000xKN00OOOk0KKK0WMMWNNXNNWWWWWNNNKKkXOX00K0OkdkkOkxOOOkOkk0K0O0XXKkKKKK0XXOkOOddddooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooolllolllllllllll ooooooooooollooc:',,,;,;;;';,;,,;;,:c',;;;;;;;;;:;;c;:llloollooc:;;::;cxKXKNWMNXXXNW0XOKK0OOO0koxOxxONNWWWXWMMMMMMMMMWKXXXK00K0kkxxOOxd0K0OK00kOOkk0OKXN0OKKKO0kxdoooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooool ooooooooooollool:;,,;;;;;;,,;;,;;,,;lc,,,,,,,,;;,;;:l;;;;;;;ccdkdolc:;;lod0NWXXXXNK00KO0KOOkOklloKoloONWWNNNNNNWWMMMMMXNXXK000O0OkkO00O0XKOOkO0kOK00K0Ox0XK0Okxddooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooo ooooooooooooooooc:,,,;;;;;,,;;;:;;,,,:;;;;,;;:,.',,;cx:;;;:c;;;;::;;;;;clollookKNNNN0XOkK0kc;;;;co:::;:kNNNNMMMWWNNWWWNXXXKK00KK0OxkOOxx0O0kxkxxkkOOOkdO0KK0kkddoooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooo oooooooooooooooolc,,;;,,,;;',,;;;;;,''c;,,,;c,;:;,,,,;x;;::,,,,;,,,:c:;clc;'..',;cldxkkdxOkkolccxOdolc:cd0XKNNNXK0OoxKXXKKOkkxO0kkxxkdxOOKK0OxxOkkxkxOOKXKK0k00doooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooo ooooooooooooooooocc',,;;,,;,'',;,,,:;;,:,,:o,c,,;;,,,;;cc:;;;;::ccccccccl,..'',,;;;:c:;c:;;;:cddxKxxcccc:llokdolc::,,lOKKkkddkO0OxddxkOOKKXKOxdxxkOkO00K0Oxkkxddoooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooo ddooodoodddodddodo:;,,,,;;,,',,;,,,,,';;:ccllo;',;:::,,;c;',;:cccccccl::o,'',;;:cc:;',,;o:ldOkoldKOKXkccdc,,:oxdllc;;lkXKKO0OOO0O0dxkx0xooodkkxkk000kk0xddkxddddddddddodddoddddoddddddddodooooooododoooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooo ddddddddddddddddddocc,;,,,,;;,,,;,,,,,';;cccol;,.',,;cc,,o:';:cccccllc::d,,;:cc:''',,;;lxOkdlc:cOWocd0XKl:;',,;okxoc:o0WNKXKlloOlxkOOxoodoodk0kO0kllkOlok0xdddddddddddddddddddddxxxxxxxxxxxxxxxxxxxddddddddddddddoodoooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooooo dddddddddddddddddddocc',;;;,;;,,;,,,;;,'',c,;:::;,,,,,::;,l;,:cccclccc::o;cc::',,,,;lxOOxollccdxkW0c:xk0XKd;,.',,cxdloKWWNXKdcddl00xcloodlokkkOkdodk0okOK0xddddddddddddddxxxdddkdoolokkdddooxxxxdxkkkkkxxxxddddddddddddddddddddddddoooodoooddooooooooooooooooooooooooooooooooooooooooooo ddddddddddddddddddddocc'',,,,,;;;;;,,,,'.';c,,,,;;;:c:;;;:;:;:::cccccc:clc:ll:;,:dxOOxxOoollodxxkWXxxkkkkOXXd....,;lxd0MMMNWOlOkXKokllxxxkxkdlldkd0Od0OkdddddddddddddddlkdooclxOxdoldOkkxxxkOkkxkOOkkkdkOxdkxkxddddddddddddddddddddddddddddddddddddddoddooddoooooooooooooooooooooooooooo ddddddddddddddddddddddl;;,,,,,;,,;;;,,,''.',::,,,''',,:,,;;;;;:cc:;,'..;l'',;coookdxddd0kkOOxxxkxOKOkkkkkkkOKXd;;;:clxdOXWMXX0K0okx0kkdocclocllokOXKKkdddddddddooldoccclxOxlooxkkxxoxkOOOkkO0OOKk0K0Okk0K00dkOxkxkxddddddddddddddddddddddddddddddddddddddddddddddddddddodoooooddoooooooo dddddddddddddddddddddddocl;,,,,;;,,',,,,,,'',,',,','.',,''......... . .cOo,;lxxxxdldOkxOXkkkxxkxo;cOxxxxxxxxkd0Nk:';x0::lod0KKKkodxkclodlllxcdokxkNKxddddddollc:colxlooloxkddddxkxdldxxxdxoOxxxxkOOOkk0KKKO0KK0OxOOxxdddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddoo dddddddddddddddddddddddddllc,,,,,;;;,,,',;;;'',,,,,,,':kxl:;,,;:'......l0Kkkdc,:lodoxododXXOxodxo;;kddddddddo.;l0NKx0XdodloOkxdkdddKcclol::ddxxx0Kxdddddoc:;:cclcoccxxdoodkxdldxkOxlxkxdxxkOOOkxOOkkd0xkxx0KXK00XKOOkOxddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddd ddddddddddddddddddddddddddoc:;,,,,,,,,,,,,,,,,,;;;;'''';;oo;;,;:dkxdl;.'0OkxOkxOkoxOO0ddddk0xdoOd;:Oddddooooc,:;oXXXKOdxkkkooddx0OOKoldooddolk00xddddollc:::::lclocclkdccddkkddkkkOoOxxxxkkKKOkOOkkk00O0k00xkkKXXXXK0Okkxddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddd dddddddddddddddddddddddddddddl::;,,,,;''.',,,,'',,,,,,''.lo:,,;,0WNNxO',0k0OOxxOkxkO00OkodkOKKxOo,:NWNWMWWWWNNNWNWMW00lN0ooodclddOxkOdooccxdOOxddddl:;;ccccc:::dllcollxxlxooxOkkxkxx0kxxdodOxdxkOOkOKOOO0KK0k0OO0XKXXK000xdddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddd ddddddddddddddddddddddxddddddddollc;;,;;,,'','''',''';lc:ld::;:;xxoOkXc'ox0000kdooooooooddodokodl,;kxxkOOOOO00XK0K00Od'MXxdoloddx0dloococdxkxxdddcc;;;;;c:cclcc:loolllcddxoddddxoxdddxxdxdx0xoxxkkkOkkkO0KO0KKK0O00XXXX0Okxddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddd xddddddddddddddxxxxxxxxxxdxxxxxxxdll::,,,;,,,''',,,''lddxxxcodddllONOXx,clxOkxl,.';:cccloxxdoxkl:':xoooc:;;::cld0XWXkc,XXNXxddkK0koodkkxxkxxxxdl;,;:c;;;;l:c;::ccddllcccloddoxddcdooodddodO0xxOOxxkkddxOOkOOKKKKX00KKNNX0Kkddddddddddddddddddddddddddddddddddddddddddddddddddddddddddddd xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxdolcc;,;;,,'''','cdoooxcdddxcokK00Kk,o00kdxXkc;,,:ldXXXXXXOc:.oNNXNNXXXkokXMWX0xc,kXKXNccokK0dccoxkdxxxxxd;,,;;;:;::;:lc;;;:c:cclclclolloxkdollloddlldk0kkOkxOOkkOOkx0Oxxk0OKK0OxXXXKOkxdddddddddddddddddddddddddddddddddddddddddddddddddddddddddddd xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxdooc:c;,;,,'',,lc:cxkWWNNOdOk0KXXd,.:oodoloooc:;dK00KK0dlc.dXKKKKK0KNMWK0OdkdoKXMXXXcdxOO0o:;cxkxxxxxd;,,;;;,;;;:c::l:;lc;;;c:oollloooxoodoloxooockdkdxxxkkkkOOOKOKOkkxkOKXNXk0NNXKKkxxxxxddxxxxdxdxxdddddddddddddddddddddddddddddddddddddddddddd xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxdoolc:,,,,:::cllodoodoo0OOKXKKXc'';d0OdlllolkO0000kllc.kK0000000XOOkl::coXXXNKOXOkOKX0KXXXXkxxxxo,,,,;:;;;;;;c;;cdoc::;;,;cdoololllllodocclodokOOkdxxxdxkkkkkOOOOkk0x0XKKKOXK0Kxxxxxxxxxxxxxxxxxxxxxxxxxxxddddxddxddddddddddddddddddddddddddd xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxdol::;:;;'''..;:;;::xOkO0kkdo;;,cxXXo,cokOOOOkooo:.OOOOOOOO0XOl:c;:dXWX00kKOOONkddddxxxxxxxd,,;,,,,,,,;;::,;::l:c:::ccclclcllooodddxxdlccd0OxkkO00kOkkkxdOxx000OOkKKK00XNKK0kOkkkkkkxxxxxxxxxxxxxxxxxxxxxxxxxxxxdxddddxxxdddddddddddddddd xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxdoc;::cc:,,;::co:oOkkKXNWO:,,ccxKKooxxkkxdddo;'Okkkkkkk0KxdkxokWWNK0kX0OKNOxxxxxxxxxxxx;,,,,,,,,;;;,,;c:,;:;,;:l:;;;:clddooooldoccdxlxX0odxOkxddO00xxkkxO0Oxkxk0KKKXO0OkkxOOkxOOkkOkxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxdd xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxolllccccc:c:okdkKXOOO0ol:cccoxkdkkxkxxxxd;oOkxkkkxkkkkkxo0WNXO0KK0OKXxxxxxxxxxxxxxd',,,,,,',,;:;;:,;;;;;,c;;;;,,;cclxOkkdccdxxxkxd0K0dxkkOKKkxkOxxOkdOkkkxOKOOXXKOOOOO00OOKKOO0Ok0kxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx xxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxkxxxxxkxxxxkxxxoolc:::lxxd0NO0O0xdOxxldcxkkxddoold;OOOkkkkkkkkOOxKNNKOKXXK0KNkdxxxxxxxxxxxxl',,,,,',,',,,:;::,;,:c:;:;,;;;,;lxK0O0XkxxOxddx00NX0XWWWNK0kK0xdxoOOkOOO0O0XKkk0OkOOOk0Ok0KK0K0OOOkxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx xxxxxxxxxxxxkxxxxxxxkxkxxkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkxdo:'oxxxdxddlddxodcxkkkdlldool0XKOOO0XXkOKKXXN0OXKXXKKNOkkkkkkkkkkkkkko',,,,,',,,,'':,,'',;,,;,,:ccl:;,:oOKNXKKkxkxkkcx:dNXXNNWWWKK0OkkOxk0kkkxkk000OkKOO00OK00KKOOKKXXKOOOxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx kkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkc,k0dodxkokxk0klOKKKOkONKx,kK0kxKKKK0x0XXKk0KKXNONNkkkkOkkkkkkkkkkkd',,,,,''',,',';,;:,,,',c;'',',,';:c:;cxOkxxkoc:dcccO0WX0kOKkkOxdox0OkxdxOkkOkdkOdxkkOOO0XKKXKOKXXXKOkxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx kkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkd;:XWOoxkxcdKK0XKKKXXXXXXKXXNNNNNXNNNNXNNXXNXNXNKNkkkkkOkkkkkkkkkkkkc',,,,''',''.,;:c'.',,',:,;;;;;;;c'..',;,,:;colOkl::;l:,.:OOoddcooloxkdkkkOxdxO0O0xOOxkkxO0KKXK0KNXKOkxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx kkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkklx;l0WNK0kl:::c::;;;;::;:;:ldoddxxdxxxkkkkk00OX0OOkkkkkOkkkkkkkkkkkkx,',,,'',,,'''',;:,,,,;,'c;;;:::,c',;;,';lddlccKdkOl..;c:lXKcllklloxxdkdkxxdlkkOkkOkOO000OOx0XNX0XNK0OOOkkkxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx kkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkdd,,oXXWXklcccc:;;;;':,':,';;,::l:cldkdddxkXKXNOOOOkkkkOkkkkkkkkkkkkkx:,,,,'',,,'.'',,'',,;;,,;;::;;;c;ll:oxkdxddddO0ddkkc';cdXNOkkdkxoooxkkdloookOkxkxxkkxkOOOOO0XXKXXKKK0KOO0kkkxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxxx kkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkxllOOkoccccccc::::;:,,:,,:;;:ccclxddxdkK0XK0KN0OOOkkkkOkkkkkkkkkkkkkkl'',,'',''''''''.''';;'..''..,x;coddodkxOddoooooocoOolx;dkxdodcoxdddxxddld0Okk0OOO0Oxxk00OOXKKXXKOO00KXKKOOkkkkkkkkkkkkkkkkkkxxkkkkkkxxxkxx kkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkxlllccccccccc::::::;;:;,:;;:ccclloodddxkkX000WKO0OkkkOOOkkkkkkkkkkkkkxl;,,,'''''''','...'dol',ooc,kkkxxokO0ddOdxo,xxdccdX0xxoolokOodxkxdlddxkd00xOO00kOOkkk0OkkK0KNKO0K0K00KXX0Okkkkkkkkkkkkkkkkkkkkkkkkkkxxxxk kkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkoccccccc:;;;;;;;,,,,;;;;;;,;;ccllloxxxxxkKKO0NX0OOkkxkOOkkkkkkkkkkkkkkxo:,','''...'''''';cl,:k0O;ckkdlodddoldkxo,kO00K0X0;XkodokdockK0XKkOkxdOKNKWWWX0KOxkO0OK0OKKOkOOOKKX0KNX0O0Okkkkkkkkkkkkkkkkkkkkkkkkxxxk kkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkkOkkkkOOkkOOOOOOOkOOOkOOOOOOOOOOOOOOOOOOOOkkkkkkkxo;,;::::cccoooodoooollcoxxxxkk00Ok0KOkKX0OOOOOOOOkOOOkkkkkkkkkkkkxo::,''''.'...;oOOxkl0Ok:dxoo;;;::xkOd:,odddxKKo,KXkloKoclcdkOK0kkdcl;xKNNXXK0OkkOOkkOO0O000KOO0XXKNXKXXK0Okkkkkkkkkkkkkkkkkkkkkkkkkk kkkkkkOkkkkkkOOOOOOOOOOOkOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOd::ccclldox0X0kWXOxOxkxxkOOOOOO00OkOX0OKW00OOOOOOOOOOOOOOOOOOOOOOOOOkxd::,,,'''ccloxK0k0KOl:oo::;,:000dc:K0000dlcKX0kokKOkx:,.',;::olxxc:ll'c0dodkodOkKKOOOkkk000KXXNXK0KNX00Okkkkkkkkkkkkkkkkkkkkkkkk OkkOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOc:colokxOxkKWOkWMMXXKMWX0OOOOOOOOO0OkKKO0WXOOOOOOOOOOOOOOOOOOOOOOOOOOOOOkdol:;:::,,',;:dOOOo:lkolcdOOxl:lOOOOkcoXKOkxOO:cc:c;:;:lodllOxko'':dNkdkkkx0OOO000OkOOOO0KXX00KXKNXKX0Okkkkkkkkkkkkkkkkkkkkkk OOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOx;:OOxxOkOkkKNOONWMNNMMMWNOOOOOOOOOOO0k0KO0XN0000OOOOOOOOOOOOOOOOOOOOOOOOOOOOOkxdddllclcodO00ododdoxxddo:xxxxxodXK0OkkO,,'.'l:ooddxxkoddolddlddOOdkOxk0XNWWK0kOO0000K0000XXNXKXNKOOkkkkkkkkkkkkkkkkkkkx OOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOxoONKkxoco:loooOKOO0kcxXNNNXOOOOOOOO0O0OOXKOKN00OOOOOOOOOOOOOOOOkkxkxkkkOOOOOOOOOOOOOkxxo:kdxkxkxoddkkdcl0kk0kOX000Ox0o;;dk;xkkdkO0xxkx:kkx0Kkkookxxcocd0Ox00kxOOkO00O00OKXNKXKNKXKOkkkkkkkkkkkkkkkkxl: OOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOO0NNkdoONxkkollxONOOO0kXNXO0XNKkkxkxOkOOO0OKKO0NK00OOOOOOOOOkdooookdkxkkOOOOO0000OOOOOOOOOc;0kxoxolddO0KkoX00KKX000XdOodclo0xckdlccccxkc:kOxKO:Xd:koookxl';:0kxkxkKXKOOO00KKK0XXNK0X0OkkOkkkkkkkkkkko:;: OOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOOkOkOkO0O0000000XWKo,. :OW00,.,okW'lkK0WNx0odOXNKdkxkkOO0OOO0KO0NX0O0OOOOOxclcloldxxxkkxkkOO0000KXK0OOOOOOx,cKN0l;;c::cccccoddxkxkKOdccocodO00old::;c0kcl000oc0KOo0kOddxooood0kOxOOOKOkOOk0000KX0KKX0OOOOOOOOOOOOOkl;;;; OOOOOOOOOOOOOOOOOOOOkOkOOO000000OOOOOOOOOOOOOOOOOOOOOOOOOOOOOkdddxxkkOOO00K0KKOWXoc;....,kNXO:'lxWoON0NMkkXllddkKNKOkdkkOOO000OOOKKO00OOx:;:clclllddxoddkkkOOOOOKKXX0OOOOOOl;oxc:::;;,;,,;,::llokOKk0kddlolcoOOdldolddocoxxdlK00O00kdxdoOx0OOxd0x:cxKOOk00O00O00O0K0OOOOOOOOOOOOOOx;;;;; OkkkOOOOOOOOOOOxdddxkkOOO000KKKKKK00OOOOOOOOOOOOOOOOOOOOOOOxolooxdkkOkOOOO0KXWWXcccc.'',,;xNKdOK0WWOoKMKdkXdc:cldx0NXkOkkOOOkOk00O0XK0Ok;;;;:cc::looddooOxkkkkO0OKKK0OOOOOOx:::;:;;;;;;;;;,,:ldxOkO0OK000OxxckOxxdodkxocOxkkK00O0x;;dkllxx0l00oOoxkkkOOdOOOkOOOOkO0OOOOOOOOOOOOOOOd;;,;; OOkkkOOkkOOOOdlllddxkOkkkOO00KKKXXXK0OOOOOOOOOOOOOOOOOOOOOo:cldollxxkkxxOOKWWX0dclo;;.cc';ldNNNMXNNoOWM0kOXdc:ccodxxONNKOOOkOOO00XO0NK0ll:;::;::::cOOxkkKKXXOkkOOOK0OOOOOOOx;;;;;;:c:coxO0OxkxxXXK0O0OK0K0OOd,OKkdlok0Oo0OKK00XOkdllkkcdkOo00OOdkONxKokdxOOkOxkxOOOOOOOOOOOOOOOOOOOl;,,, doollllllllol;clollddxkxxOO000000XXXK0OOOOOOOOOOOOOOOOOOOk:;:clllllxOOOkKXWWKOxcc,';:';ccllddXMMKNNOWWXX0O0kldodd0000OOXNX0OkOOkO0X0OXKkldc:o:,;;::clddlddkdOxoxkkOOOOOOOOOOl;;;;;ddodxkk0NKWNkl:xKkk00K00OOO::Od::;'',',;lox000xdoddolkxOK000Ol00o0KOKOOkxxkkOOOOOOOOOOOOOOOOOOOOOOxl;, llllllllllll:;::::cco0OOkXKXXKOO0OKK0doddxxxxddollcclclccc:;;::cccllkKKNWXXKXkcc;.,lc:c:lll;ddKWKXNXMWNNk000locdcd:lkOkxkKX00kkO0k0K0OKXkxcco;,;;;,ccoxlxdcoOkxxkOOOOOOOOOOOOxc:;xKkOxkcoK0OOX000kkkkkOk0Okddocll:;;,,;;;:odxxO00xoldkokO00000ddxkK00KOdKKOdKxkOOOOOOOOOOOOOOOOOOOOOOOkx ooooollllllll;;;::cccoxxxO000XOkkkOOdollllllllcccccllllllllc:;;:::;:oKNW0xdoKl:;':xllcclcccco0kKXKNNKNXW0O0NxodkdOxkOkkkOkk0KNK000OOKKO0XKkod,,;loxxdodkokOOOkkkkkxxxxddddolllooKO:;lKNxXXXKNKxOO00kxcokdkko:::::;:cldOOKK0kkOdOOklc,;,;cox0kOkOOK0K0O0K00kOO000OOOOOOOOOOOOOOOOOOOOOOOO ooooooooooooolc:;;::cdxOkOkxOOOxdxxooololllcccllllooollllllllc:;:loxNNKOOOk0kll:okkooooolloox00kO0XNKNXNXXXKkkO000Od0OOO000OOK0OXXXlolloxk0K0dlclokkolxddOk00ko::::cccclllccccxXd::cclkKWXN0W0Ok0KO0kdclkxxOocc::cOxkxdOKKK0kdooOkxocdxxxollxxoccox0OkO0K00000OOOOOOOkkxxxxxxddddddddddo ooooooooolllllloollxOxxdxO0O0KkddllclclclllllloooooolllllllllllcclON0NXKk0XNXXXXXXXXXXXXXNXNXXXKO0KNX0kkOXNXXKKNNNXkxddxxxdolddOOdd::cclloxdxxolllcxkdkxkO00kc:::ccccllllcc:lK0c;:ccccdxNXXXX0k000dokO0OxOOdkdllo0c:dKOXNXOcoxxclxO0xd00XklodO0KKcldkOdcxkdxkxooolc:::;:;::::::::::::ccc oooooollcllllloodooodOxkdkO0Xxlcc:cccccclcccllclcccclllllcccccccllxdOkkxxkO0l';ccccccc'lokxddoxKNNOocc:::;':cccccldc:cldk0oc:;,ckkc:cc:cccoldl::c:::l;;,;coOxl::::::c:::::cdXk:,;cccccckOKXNNK0OkOOddlok0OOodOxOk:ccco0NKNkllcoOxOkxKKXXX:x000kKX0OO0KO00Okoxxlc:cccclclcllc::::::;:::;; llllcc:ccccccclllcllloolcldO0dollcccllllooollllllllollclllccclcllolllxxdoooOOdlcc:cc;cc:o000OXNNkcclcc:::c:cc::::c:odxkxcoOl,,cccoxdc:::::llo:;;:::::dxOKOlcxkc;;;;::;:;;;oK0xkOOOOOOk00000X0kXX000Okdddddkd::Od:lccclOOKXOxxllkOk0OxKXXKxkcdOKKKkOKXK00KOOkldx:;;,,;,,,;,,,;,,,,,,,,,,' cccllccclllccclllllllldk0XKxdOkolllcllccccclccclccccclcccccllc:col::lxOOXKdddOd:::;:l:::c0XNN0dclc:::ccccccc:::::lxokKNklccllcccclxx::;;;:lco::::;clxld0XOclldklc::::::;:lxddc;:;;c;coxOkK0ddkNxlddkkd;;,:oo:dOdddddxkOO0xoxkxkkdkdxkkOKO00kkxkkO000OO00KkOkkxdxlc:::cc:cc:cc:c::;;;;;;, ;;;;;;;;;;;;;;;;;;;cdkdoKWKxxdxkd;;:;;;;;;;;;;;;;;;;;;;;;;;;c::ld:llldokK0kxkxxxc;cc'::d0XXkc',;:::::::::ccllcclk0ddxkklclooolllooxOllllccooolllloxKdxxoxololdxxollllcc::clcoo,...;odxO0Oxoxddxdxxxoddllcccll:oc..coxk0OolcllokklcccoO0l:;'lod0O0kxOOklldoclocxdooolollllloolooooloooooo clolllllllllololloooKxoodddxxxkoxoooooooooooddoooddddddddddolo' .. ';;ldxxllxxxkoo:cXNKl;xo..:xxxxxxdoxxxxxxxddKcckoxxxxl''''''',,:cddddxxkdddxdlK:odlddddo;xodddooooc;...;l, ;k00o;,:.clclllll,cllc...':;c: cOOdcccc:cclkOc,'';cc;;;.cod:llodool;';cc:l,cllc:cclclllc,,;;;'.d:;;;; dkkodooodddddddddddokdoldoddookoooooolooollooodoooddloolodxooc,''',,:dkOdlll:clc:doOXWO:..':;;':::c:::;;ccclcllcc:::;;,;;;,......'oxdlx,,;:;:,,,;;,,,,,,,,''''','.......;l::lol''':dd;,,,',,,,''';,,,'..::::c:::;,;ccccc::;,:lllloc::::::loooooloooooooc::coxdoooddddolllllccollllodddod dOkddxxddxdxddddxdoodollcccc:::;::;;:;;,,;,;;cccc;;::ll:;;x:,'ccc:llldOOo:cccloook0WNc .;ll;coooollllclollllcc:cccccccccccllcllcdkxcxllllccc::c::cc:ccllc:ccccc:,''';:::,,dkk:lcololllclololllllllolllccccccllllcclloolooxolldldkkxxxdoooddodxxxxkxooolllooddooddoddxdloddxxxxxxxxkxddAI features users actually want diagram
AI Features Your Users Actually Want (Hint: Not Another Chatbot)
The graveyard of failed AI features is full of chatbots nobody asked for. Every product team I talk to has the same story: leadership watched a GPT demo, got excited, and mandated “we need AI in the product.” Three months later, there’s a chatbot in the corner of the app that 3% of users have tried and 0.5% use regularly. As CIO at Entropy Labs, I’ve been on both sides of this. I’ve built AI features that users loved and killed features that seemed brilliant in demos but died in production. Here’s what I’ve learned about the difference. ...