Every model |One bill
conifer
TowardsPrivate Superintelligence
· + · ✦ · + · ✦ · + · ✦ · + · ✦ · + ·· + · ✦ · + · ✦ · + · ✦ · + · ✦ · + ·· + · ✦ · + · ✦ · + · ✦ · + · ✦ · + ·· + · ✦ · + · ✦ · + · ✦ · + · ✦ · + ·
. . . , , , .,i . .. , i:,i. ;is: ,.i. .,:, , ..;. :i:+;i, ,=:.;;;;:.., . . .i;;,.ii.i.,;i.x,ii,+i=.; ,i=s=;ii;.= + i. ; . .,,,,:.:.i:sx;;:X,;+;i#ss;z=ii,:=::===iiz+i+si:..;i+,=,+,s=,. ;xz;s,,X.i;.:X,,=i:,WszW#XWXiW,i+ii +,+,ixiX#xzXXxWs+s;xsxix+xz ...:,.zXXsXs=:z+i:zzsWs:XX@WW@$z@XiXXW+s:i;#zXW=,iWzWs;zXzz=WzXW#Wz:. ;xxi.,=@+XsWsxssWssx$@si+X$,$$$;;x#xXXXXii;iW@Xx=.;xWx+,$x=xz@XWXi. .;+ii=WxsWWsWWzXszXXz==X@$#xz#X#$#+zXx#W@@#$$##@$@#z,;=@X+$$XzxWiXX+. . .ii,XWWxsWXW@@$$sX@WWs@Wix#$ixXX=@zWsW+i:$#$$$W@$$#;Xi.,WX@@$,XsW@W,;. ;:;.X. :+iiz+W@#Ws@#WW$$##@WW#@$$@W=W#x#X@@#@i:X=@=X$@$$@WXXiX,i#;W@W#Wz=ixs==+si;i# . . xs,iXiWWs@W@WW$$@#$@$$@@@$W@$$x=W$X#$$$zx#Wii.$#szW#s#$xx:sXs#@z@XXWsz@WXss=xX,: .;=x,; .+=zWs;++i#z$$@$#sW@$$$##$#$WWW#$iX=ziX##s=#zzXW#X==#zW$X##Ws,i;WzWWWX#ss#W@xX;iW#:i+#X=i:;; i,XWsz,Xx=WX$$$W$$$#W@s$$Xs#@xWW,X;i;+X;sX$ii$@@$WXi, :sW@$$$@$XsX@@X,iXXsWsX@W$#x,s$W#@i. ..izW@W@##$$$$#@$$#$X=sW+i+,+WWi+iXWz=;,:=#X;i$$#WWXzW$s#$@@@$WXxWx@##XWss#XW@#X=+WWXWi,. ;=,WX@$$$#$$$$@$$#sW,+sWx+@; :,i..xzX+ ,#@sis$zi#x#,i@W;=x#ii ;XX@W$@$W@WiXsX@$$@X;,..; . , ziXs$sW$#$$#zX$s@#@Xx=i:=X+=z,=Wi,+,:=.;,XW#Wi$X;@@;+@sz+iz@z;+.ii;@$$$XW$WWzW##WWXXiz.... . . i,X#W#$$xXx#$$$z,#xWX@x#x;;,iWiixW@i,i :i ;;x#Wz,$iW$is$X#$$$$x. :.ixx$#;+Xx$W;#;sX:xsX.X,W ..+ ,..;+.sx@@$WW@X:i$##@Wi#zs$WiW=xz;,;ss+:;X+s=;...,.iX;#WiWix#x$Wxs=X;i,:Xi.==W@#W;;#WX;+..ii=iiX=+.:szz;i,.. ;.iiXs @@#@xWX$W,X$@W#s#Ws@zx;,,W@xi;;sz;zs;s;,.; ;+x;$,xiiz,X,i ;XW$$zxz;i;Wsss,i,;i,i;;,=x#X+iXszX+$#ii;; .:,,,zWW=#$@$$##XW+=W#@$#@#;zXz,+:ssWWsX#$Wss.,XW:...z isi.x++;WXs+ ..i+,i;+XX :,s:W,i;=iz#Xx+iXiWszWz+,=zi,. ...Wz@$@Xs#$$$#W@x=WisW$$$$xWszxXs$$@i+XWsXx.$$X@W= is.isXiX+ W$W.$s. .sXsz,;W,szXisz;+,ziX@xxs@Xs#,Wxzx,Wix., .,..,+X$@#@@$$$#xs;+Xz#$W#@X+xi;:,,iz=. iz:#$$W:.iix$xWXX=:;,.;@W#$@#siizx;z#W=W#=,,=Xi+.+#@WWWi;W#iWWXsxz=:,i:. . .i=W$@$$WXss@W,,zWWi$szx $#x@$#,,s=.z$$WXX.X@s;,Xxx.@$$$$$$, x=X@$WWsx;i;.W,+ iW@Wssi$XW@sWWWsXX=X; i=. ,;=,.,s:+;s;=xX##WWW#s++==+z@;;..;; ,xWssWsWXW.:=+#$#+;X#s@x#$#@XsWX=+X$s. ##$iW;szW#Wi@#s+#$#WW#zX;xXs@@@#WXi:i#z=xi :x:,=WW@XiiWzi;iX,WxX@Wx;,i;;,,x@$@@zxW$;. .zs:X=WWX.$$$+,, ; . @@Wxz$#X@$#$$$$X@$+xWWXX@@$@WWW@$$#@@s@$Wsssi; ;zs=xz@@$W=;szi:;sX,i=;XWzWz#X$z=+=XXXzi;. ; .X$$$$$@W$$@=,,.,,,i...:=: =@$@$$s=sxX=W$@W@#iXss=$$$$@$$@@###W=i;:,, . .X#,xi@$@$$sxW=W;x@s; +,,.:izxX,, i;,.. ..:, i$$$$$$$$$$$@s;+.iix;i,,,: .X,,=$$$X,iWix$@ss+ .x$Xsii,i@@@zx: iW#Wzx$$$@X@XXW=X$X;z;,..:X++#@:;..;XW#Xi,+#@@$$$$@W@$$$$$$$W=#;=X#$$@#sxi+,x;i;s#$$$$$WWX@WW@#X=,;:=X+:,. ,X,i@$$$$$$@W#@ss#,=s. . ,XiX+ X$#;X$$$$$$@$$$@z. ,s$$$$$$W@x,$$$$WWz$:.zi ;, ii#@zs@$@WXs$$$s#WXi: .=W#WW@$$@$#$$@@z+Wsi. :::s@WW:iX$$$$$@$$@.;,; ;:.:$$$$$$#W$X@$$WWWW$$$@= ,;:+=xx, .;=;...;;i;,,;,;. ,,+i=XXx=xW$$$$@$$@@$x@,,i ,iXW;,i. .;$$@$XzWsW$$.;Xi .z,=$$$$$$$sX$WX, .x#$$X. .iiX,. .;,i.iW;.,;;=X;;. ::.zW;+z+XsWX+z$$$$@W+XWiWWWW;+i, ,x$z... ... , .:iiW@#$$$$$$$$X#WXX....,,is.:x#X==. : ,..ii+i;,i=zi.+; ;: :;;,,i;,@@#XzWX@= ssW$$@#,;i+x:$$sz;+i ;;$$X ,;:X@$$$$$$$W@$$W$$$Wx@$W$$..i =$$@= . . . Wi;i,i,XW,ix.,.., .. ,:;x= =s#WWX+X#Wz#@iz@=WX=XXW#+#@i;z@=W#WX+X####@#,.iz+=i:.::..:x@#$$@#$$$$@$WX$$$$$z=W$XxzW. ,i#X,, , .. .:.zixiiss;+X;=,ii;i. .xx.sWs#,#x#s#Xxx#Wzs$x:$zxX@ixx;: .;: . =@+ ;@WzXzsW@W,i@x$$$$@xszX#@$$Ws@@i ;;i ;@zX=i: =WW@=W i : , .,,xis;,#,zsXisxis=;;,,; ,., .iXW#@##@X@$#WW##$WX=zX@==i@z+=i:, , +##i:,##X:+,+i=#i@$i#$+=#W@iiWi+W$@@W#,;.,,i+ ,,::=;:W=i:,+.:W#$#X;i+Wss,;:,,iizWW#.+#z;izzi,#Xi=isz=:; :X,;,;z@@$#$#xXs@$#s@Wiizxi$zX=iW,;,+;,x. .,. :Xz,Xxsx;,;;=i. ,$$$WxWX+xsWXi#s,. i :.#@;sWsX,i,=xi;=,+@+s@x$sXsWx;i;W+.iWzsXWXXz,zWxXi$s,W$zXis:.,Xi .,i#xsXXX$$$$#WzXsX#XW@XzxXWxXs=XXX=:=++.:;xxW;Xz;,;+,:::=;;=W$$@sX@$$$W$s#+ii , ,i; ;=;W#=;sWXXX:i:.;i+W=#X#@z@iz=iizWX,XW#W@#XWszxz=X$#$$zXW#zisWW#+xi ,;,xzW$$Xs$$$$@sW$$W$szWX,is#$WxiWWi#,zx,i#i$x#X@,ii:iz,#,i;ii#W=W;X$$@@#,iWi; ,ii,;i.,X=x;,:xxX= ,sis=X.izW$$XizWzx=xW,#$@WsXXs#W#,=@$X@$@,zX=XW@@W:;, .;iisz@$##WWW$$##XWW@#$@#zzz=@$@XX;Wiiszi#@#zX$#zzX=,#i=i,ii=Wi;+#@#####X@z, .;.i;;+;;=+iXX#WW;;:.,W=WXXW#zs#XXsX###Xi#@i=z=sW@$$$#iz$@@$$@X#sX#@XX;=;; .;;:xW@$$W$$@@@#xsXi,iW$sixW@$$#,:XWXsXXX+x#WsxW,z,,,;;z,;;ixixz$$@XXW$Wsi; ;iX; ;x; ;i@X,Xs#i, .=x;xX$$$Xs@x+xW$@Xs@$W=W$@W@#@W@Ws$$$@$xWXW$$WWss,i,; :=i====zX##@@##XXW##@#W=i,ssX$WWz#+=+sW@@=WW#W=...+s=xi,==sXXiW=iiW@XX:,X$ ,=zsi. .;WWWXzi::=iix:+X;z@XWWsW$@z+X$#@#x##zXW#$$@W$$$$$$@X#$$$@Wzzii=zi xzXXXXx,iii;iz@WiiW;xX@@@#@WsW$$$;.WXs$$WWWs;,W. Xsix=x=@Wi, =xW@$$$$ii,W, ,,. ;x i#x: +Xs,=,X@$W=$zs#i..@$Xs@x$@iXXW@$$@@$XW$$W$$$WW$$$$Wxiii;... ...... .,=xWX$@ssW=X=i=zW#$#z:+sWW$sXi;: .::@Xzz;=+i.,,.X$$#$W#z;,iiii::,.. : ;s=.. ,,;,=$x..;$$,,, .W@$@$@W+XXsWz#$$@X@$$$$W@@@X=:. . .iW@@ss; ..z,:xXX@s#XWsW;.s@,i.i,;i;;,...z$@@#i=Xx@@Xx,i, iz i +,+ ;ssi. :s: .s#$z,, +s$$WWssXW$$Xs,i .X#W+i. ;=x:.. ,@$@@+zi+#xs+;.Xi .::.. . ,:ii;;.,. .i+W##i=WX,ixi.. W@W$@s$@XW;i,X$s..,.;x@$$$#xWWixis: . . ., ,,,:;X@$$$@$#WiszsiiXWW#=:=XW@WWzWz#$$Wz;i :;. . , , ;. , ,X@$@$$$$$$$$@@$= +,ix#sis; W$$$$WWx.;: .i=:. , ;:i, ::,s+::. . . ,;WXW#$$$@W#X+:i@=iW#i: ..,. +$W..;WWX=iz#+iiW; ,;.,,x,;.X ,; .i, i..,ss,i .;. x@W#sX@s,i,.;, i xi@$$@X iWW@z. ;@sXXX$sXi$i . , , .. +; . . .,.,;i::+ . .zx:+:,;=zXW#x,. ;,,:.:i +$$$W#i ,.,;,X;;i i:.i,,;@W; :z#WX;.: .ixs;,;X@$=.+. :: , ,..;i;;. z , . . ... ,, , .. .,ixi =,xsisixs$+XXX ;:;x;X@;,=i,,xXX@W@$$$$Ws,i:x. :s#x:,;xii ,x iixWXxs. xz s. . , X:i:;;i=X;x,,;Xi;; =,.. . +:,.;==:X;;,izX#;+.+WzXWXWW$@: ==::,i.iz#+,Xz#$$@$@W@#$$@zXxXii;,:;X+=i=;.,.. ,++;+si+=;.;. X:. ;s: .,i,,ii;W+siz;;=XsWz+;i:;;=. ;;..i.sszxWs=s,X:iW@W #sWsWX#@$@z$W =i s#i =,@$$$$$$sW@X@XsW,W$; .x+,W$zi;.,. z@ixW,z@+ :. @z s$#;.. .,x,,;Xixi,Xxix;,W@W,s,;Xi,i. ,;=i;s=sis$XW$#XW;#i++##z@XWW#W;XXiW###X;Xi....iX#$#@$$$#=W$$@=szs;WW,:,..;Wz, ;s++zs##..#; ,$Xs:.;XWXxs#@xi=:;z++X##zxWX@@W@#W#i.ii,;,: .,,Xx#@#$#@@W$W#$XsisWW=i$$XWiix W$$#sW. x@$$WXX.;s$$$@xx$$$i@#XXX#W;izX: .#,=@Ws@W=xz,;X#$$x=i;. ,Xsz;sWXx+$zs,sW@W@$@sxi@s,,;i@ixz; .;iiiiX$$#W$@X#$W#@$##zW#@$$WsXsi;:#;z:..;zW,..,X@$#$$$$Wzi:: ,isXi; .+###WW@z@#z:@#XW#$zz$i;.+;:i=s=xW=i=;;s@@###@@Xx=X;=z##Xz=: .,XxXWs$$W@X@$WXsx$#@#W#@#X#@ii;i+ ,s@$$$$@$sW$$X$WWsz ii;=; :xX@$$@,@,i@+$#;@W, WXWxz; i#@$WX$WX+s$@#$$$#$zX,x;X#$#xi..x= ,==i;zXx#$#@@##i##XssW+X@WX#@XXX:=:=XWWs. ;; .:iW#$W@Xz+. :W$@$$#W#$x+;s#+xix, . ; .z#$XzxW=#=Xzs##W$=X:;;X=W==i;+;z=:::,=.. ;;,XWsX$$x,@X@W@@XxxXsx,zsisW$zx:.;$WW...,xsW$@WxXW$@s$;. .W@@XX#$#XW$WssXs,sx:.:, .,.:is$#x$$i,i,XX#$#@XW+x;@iXsss,,.=,:s;x;x.,XX,i+,=Wzz##X$$XX$zzi:i;+Wz#XWXxs+x:;;=XW$@#X$#sziix+.i ::;iiizzW=+: .@$@XW==##WX@s=izz=s=+i=::;;iii=Xz$WXxzWW$#$$##ii#i#X=z##WsWz=+=izsiiiWxx$@$ssxxXWX,XWs@W,,xXsXxzX=x,.+WWX$$ixX$$X#XsX.,,.; :;, , .X@xXXz;.WWXss= .$#ssXixXXXXX@WxW@ssXW=,xsi,=,ixXX$@xszW$xX@$$i,=@iWx@xW@s=X: #x#s:,X=@WX#s$@#Wz+sWWXiiz=sW#+$X#XWzXziW@$$+z=#W@@XXW=:::.,.:;i ., .. .X@Wzz=W$@@@@#W+.. .W@#WWW++zs#WiW##$W#X=,;WWz+=xXz;#@sXs@$X#i;+Wi;+iW@XX#WXWXzs:+sxW+x+s#s@$X@$@WxX@X,Ws:,zWW$Xss$=Wz@X@WsiWi,,i; :@s.WX;.+x.i; ,..i;, ;$$sxz@z$$sXsixXs@@z,,i, iW@sWWWWWW,X@sW@@$W:.+WX@Wx=X,sX.W$#;XWWx$x:.. :sWi. ;@ssXss@x;=@xs=i$$#$#z$$W@#XXzz;zx=zWi#sWW#$zXszzXix=x=z=:Wz;z+,+Xz,;,..i:=.. ;#Xi;W$$@#:z+=:i,WWi:;+ix, z##zzs#WXxi;=#$$$@;;.i ,s#WWWz@@i@$$#$$WWW.,.:++$W@W.;zWW@#=x=zxWzs=xW@W@$W#$WW#xzssxs@#XzWW@@W$$sWzxi,XX,@iX@@Ws#x xs;sXi;sizi :Xs,X,s$$XWiiXxxsxXWXWXXz$#; .zWXW@W+.iii,x,z@$s ,,.W@+x#X#$$W#$#@$$$$@xXW$$@$$@$@XsX@$$W@WW#@XWzs@#@WX#X$@W#W$W=Wi=xi+s$$sX$#W#X#@#XiX$XW@#$$=..:=z@W@s==;;,isz@$WzW$W#Xi+s#i=iiz#$#$#; .... ,iX=#=i,.,i;is@@si$=;.;=sX@##Xix$#Xs#$X#$$@XsXX$#z x$$$@#XX@#W=X;izXiXX,is;@Xx$@$@$WzX$WixWWW,X,, #$is@Wz,:.,;sXis$W$XsWW@WXzs@,xWXX$WW$@s. ,,i,s@; iW$@$=$$$#W$$X;..,XxX; ;X##@@$#$$@##W=W=@iz#+==@@$$$$XX=zWXzx;XWsiW$#W@#Xx,.. i=Wzs#sWW#$Xz$$@s::=;z#z,X=;XWs. .,,,ii..:+:.,:,,.. ,#@WsXW$$@ss@W,ixWWXW#$$@z@@$zx#@XW=.i;zs#x#$Xs=. .;xX@$$$WiiW@$X#$W@zx+iz$:ixWW$$x .+i;;+zX#X+zW=;s:=@$W=;;:,:i+Xs$$$@W$$$X$XiXXsX+==:. :;XXWW$@#@@,.s$#X#Wiz#i,z$==s$$#: ;i;,;i,.,iX@ssWWsW= ;=ss$$@+;ii;i. ..,X$Wx$$@x=.#x;x#$s ,;WiW,;@@W=$+ . ,,:,, . ,#$$$@$@$=.izzz#@W#.;i,$$#X$$###@. W$X$W$$#x=,$@sx+s;Wzs.;$XWs$@W$=@ .X=z$xi,WW;X$$is..zz#+;sWX$#$#@ .@= s@XW$ ,WWXs@W$ :X$s+ . $x+;; ,, . =$@.W.,#...;zX= ,i+,;i#i, , ii $Wix@i W ,i#W i.; ,$@:=W.:::,. XxzX. . .: , .$@;XX# , i.ixi$WiW.;. x: :,,x, ; .x, $x$X,X #.i$Xii#+:= ;:X:.i,:;;;ii;i:s . .. iX;;,; +@ssXx;;+ zX#@ x: :i= ,ixi;i #X #$:,z@ W#$@x+;:=;.X#.+.;. ,izs ,..,:,; $=iXs$i x#$s.#,.WsW=@z$X..,i = si@:;iW+Xx Ws,i,=X+.W@= xXi,W@z+i+z#W###WW+iXiW:i,;:+iWW@: ,@ i , ..=;i .s$;X:,#$ixs@@x#W$$$$$sss, .,Ws .XX WXs#X#z#;$= +#+;i=i+z#WX;W=.;X#@X@$=Xz+X#i:, ,WW;xX; $is$xii#W=i.;is#@$Xisi;.s#x;W=s#XzsXi ,#W.;,+ XX+z@$=s+.iW+..:ziiXi::;,,=+i;W+ ;s,;sXxzi@XzX: @x $X;=.;Wz,.,#@W . :Xz.;X: iXX,i.W+;+X@X#i+#W;XzXX#x=,i+ .s$:.,.zx=WX. #s#; +;#W: .,x ;zi$XXX=.,i=; x@, ,.z .;i;. .i.+iWX;,X. ,.+;.iX#:z#z=z;,+iixXi, ,i+i+z@@#zi,: ,i;. ,=X=W:. .;;i :,= ;. W$$x.=,s.:X#@; .x:.,;; .@@$sisx ,,:i#X#;;=iiX.W;,iXXizX :,, .. . .;,:::sz+zii. .s=##;==;is@@##i .izXi@s.,iixi,iiz.@X@$,. W@i,i i .:. ;xx,;,$;xz,W$$W. . i@#$Wzsi;;;i=;=Xzz++XX#i .,#X;W=Xsz., ;=W= ,;;iiizW$@##xs::.. .,. .=@$$$XXW=iisi; ,#$$@Xx:xW. .x=.=$@$i X@#xsi. x$sxX, . ,XW@@$W,+$. .,. :;;iiW=XX#Wzzzi+.XWs=:ii;=#W#=i:=W=XX#;,Wz ;,izxsi:W#;.::,;..,+=si,,:.. .... . .. ;=#$##:;Wi,,++iWWWWW###i#i:. ..; .X$$z$@x,s$$$$W@=;i,;,=XsXzxi@#X:W#s=.; sWsi#WW$W$#,z@@ $Wsx.@W$iX=,ixz$ ,:;ix#;;,ixx,,i:;ixixz; s$$WX:x#@W@. @$#xW$ W#@W$xi,iiX,x@$$;W,XX@X. . ,#+Wzi##sX$$WxsX@W+zzzzX#X##XW#s##WWWW$WsxiW#xX@s ,, iiW+i#+,=X##iX;;.s;=s+W=$i.Xz=:+Wx,:=,;:X,. :Xs=, .+ : :WzzX+ @W@$##+=iX+is,:=,.:.,=#i. xix:,ixz,@$:x,W$$#Xs$#X#XWX@W#$$s@@.;= sW$@.$$$. . .X,xiWXii.i ,;=x;W sz ,i,W iX+, .;, + .x,.ii... : ;s=x. ;#@si ;s@$Xi@$szX#X#@zi=ssx;s=;XX#; .=.::.+=;zs@#$$$#XX$@##$$@W$$#@#WW#WW$$W+W#s$Xxzi ;;::=+s;,:ii;,.. ,i+;;=. ;.i,::iii++W#+=is=zi+,=X##$@@+:s=++W@X=XX; :ii=W$$$$@xX$#WXs@@Xis+s@i. . ;.,ii;i+.X$$$$@$$$WX@@$$@@$@X#@@@#s#xisixiWi; ; ;.;XsWx,WXi; X ,: .s;Xiii, .,i,is@$Wssxisi,zi;,=i+WXxiW@X=x:... is. .$$$$$#s@$#$$$$@#sii; ::i;:.;W=xz,WWzz##$$#X#@XxW+X@@WXii==;; ==i;:,;;.., ,; +::.:, . : +z+z:i==WWX#$iWW@@WW@@Xs+s+:xX++ii+xWiizszx=s;,=x@@=..Xi#zXX#@z,;,z#Xz=s: .s;,i , .X=. ;. ,$z iW+;$; . .,;, : ;,: W$Xx. = X, + .ii;; .@$si$$,z@$sXW#$z@z,@@siXWWs@$zXiX,X#xz,X@Xxs. i$z;+,=x,iW ,W:..;i. ; ,.,. :z: ,;. .:i+;..X, .:s .;, ,,;..++s.,,.. , :,;i i.;i+i:W#$W@@$@z@@#s@$W@#@$#$@zi@xW@#Wx@@@W#W#x#WzXzi; .+X::::,:. ;:, ..,;=+= .i. ;s . Xi=ii$: . .,. . i;. ; ..,,= . . .x;;iXi$XxWX@$@$@@$sXX@W#X@$#X#X$@WXX@zWXXzXi@,W ;.:s i. .,.;ii@@WzW; ..,,,... ... ... ,sii, .,,i$i,. .. .. ,.=::, . .: ,=..;=,i.+i$@=XxW#@$@@@#@XixX##;,@:WXs. . : . .,;,.:##WXX#sXi. ,;,... ...;i... i , . . , .i ; ;z x; . ; ;, ;X X,si ; .;, ..., :,xs#X;,zsss;;,i=i+s. ..,,,......:;;:,,:,::;:;i;i:+,;;+.,:i..,..,. ,. . .., ...::X++;++WXWz;:, .. . ... .. . ,;i.,xii,,,xxx=;. ......::::,...
· + · ✦ · + · ✦ · + · ✦ · + · ✦ · + ·· + · ✦ · + · ✦ · + · ✦ · + · ✦ · + ·· + · ✦ · + · ✦ · + · ✦ · + · ✦ · + ·· + · ✦ · + · ✦ · + · ✦ · + · ✦ · + ·
. . . , , , .,i . .. , i:,i. ;is: ,.i. .,:, , ..;. :i:+;i, ,=:.;;;;:.., . . .i;;,.ii.i.,;i.x,ii,+i=.; ,i=s=;ii;.= + i. ; . .,,,,:.:.i:sx;;:X,;+;i#ss;z=ii,:=::===iiz+i+si:..;i+,=,+,s=,. ;xz;s,,X.i;.:X,,=i:,WszW#XWXiW,i+ii +,+,ixiX#xzXXxWs+s;xsxix+xz ...:,.zXXsXs=:z+i:zzsWs:XX@WW@$z@XiXXW+s:i;#zXW=,iWzWs;zXzz=WzXW#Wz:. ;xxi.,=@+XsWsxssWssx$@si+X$,$$$;;x#xXXXXii;iW@Xx=.;xWx+,$x=xz@XWXi. .;+ii=WxsWWsWWzXszXXz==X@$#xz#X#$#+zXx#W@@#$$##@$@#z,;=@X+$$XzxWiXX+. . .ii,XWWxsWXW@@$$sX@WWs@Wix#$ixXX=@zWsW+i:$#$$$W@$$#;Xi.,WX@@$,XsW@W,;. ;:;.X. :+iiz+W@#Ws@#WW$$##@WW#@$$@W=W#x#X@@#@i:X=@=X$@$$@WXXiX,i#;W@W#Wz=ixs==+si;i# . . xs,iXiWWs@W@WW$$@#$@$$@@@$W@$$x=W$X#$$$zx#Wii.$#szW#s#$xx:sXs#@z@XXWsz@WXss=xX,: .;=x,; .+=zWs;++i#z$$@$#sW@$$$##$#$WWW#$iX=ziX##s=#zzXW#X==#zW$X##Ws,i;WzWWWX#ss#W@xX;iW#:i+#X=i:;; i,XWsz,Xx=WX$$$W$$$#W@s$$Xs#@xWW,X;i;+X;sX$ii$@@$WXi, :sW@$$$@$XsX@@X,iXXsWsX@W$#x,s$W#@i. ..izW@W@##$$$$#@$$#$X=sW+i+,+WWi+iXWz=;,:=#X;i$$#WWXzW$s#$@@@$WXxWx@##XWss#XW@#X=+WWXWi,. ;=,WX@$$$#$$$$@$$#sW,+sWx+@; :,i..xzX+ ,#@sis$zi#x#,i@W;=x#ii ;XX@W$@$W@WiXsX@$$@X;,..; . , ziXs$sW$#$$#zX$s@#@Xx=i:=X+=z,=Wi,+,:=.;,XW#Wi$X;@@;+@sz+iz@z;+.ii;@$$$XW$WWzW##WWXXiz.... . . i,X#W#$$xXx#$$$z,#xWX@x#x;;,iWiixW@i,i :i ;;x#Wz,$iW$is$X#$$$$x. :.ixx$#;+Xx$W;#;sX:xsX.X,W ..+ ,..;+.sx@@$WW@X:i$##@Wi#zs$WiW=xz;,;ss+:;X+s=;...,.iX;#WiWix#x$Wxs=X;i,:Xi.==W@#W;;#WX;+..ii=iiX=+.:szz;i,.. ;.iiXs @@#@xWX$W,X$@W#s#Ws@zx;,,W@xi;;sz;zs;s;,.; ;+x;$,xiiz,X,i ;XW$$zxz;i;Wsss,i,;i,i;;,=x#X+iXszX+$#ii;; .:,,,zWW=#$@$$##XW+=W#@$#@#;zXz,+:ssWWsX#$Wss.,XW:...z isi.x++;WXs+ ..i+,i;+XX :,s:W,i;=iz#Xx+iXiWszWz+,=zi,. ...Wz@$@Xs#$$$#W@x=WisW$$$$xWszxXs$$@i+XWsXx.$$X@W= is.isXiX+ W$W.$s. .sXsz,;W,szXisz;+,ziX@xxs@Xs#,Wxzx,Wix., .,..,+X$@#@@$$$#xs;+Xz#$W#@X+xi;:,,iz=. iz:#$$W:.iix$xWXX=:;,.;@W#$@#siizx;z#W=W#=,,=Xi+.+#@WWWi;W#iWWXsxz=:,i:. . .i=W$@$$WXss@W,,zWWi$szx $#x@$#,,s=.z$$WXX.X@s;,Xxx.@$$$$$$, x=X@$WWsx;i;.W,+ iW@Wssi$XW@sWWWsXX=X; i=. ,;=,.,s:+;s;=xX##WWW#s++==+z@;;..;; ,xWssWsWXW.:=+#$#+;X#s@x#$#@XsWX=+X$s. ##$iW;szW#Wi@#s+#$#WW#zX;xXs@@@#WXi:i#z=xi :x:,=WW@XiiWzi;iX,WxX@Wx;,i;;,,x@$@@zxW$;. .zs:X=WWX.$$$+,, ; . @@Wxz$#X@$#$$$$X@$+xWWXX@@$@WWW@$$#@@s@$Wsssi; ;zs=xz@@$W=;szi:;sX,i=;XWzWz#X$z=+=XXXzi;. ; .X$$$$$@W$$@=,,.,,,i...:=: =@$@$$s=sxX=W$@W@#iXss=$$$$@$$@@###W=i;:,, . .X#,xi@$@$$sxW=W;x@s; +,,.:izxX,, i;,.. ..:, i$$$$$$$$$$$@s;+.iix;i,,,: .X,,=$$$X,iWix$@ss+ .x$Xsii,i@@@zx: iW#Wzx$$$@X@XXW=X$X;z;,..:X++#@:;..;XW#Xi,+#@@$$$$@W@$$$$$$$W=#;=X#$$@#sxi+,x;i;s#$$$$$WWX@WW@#X=,;:=X+:,. ,X,i@$$$$$$@W#@ss#,=s. . ,XiX+ X$#;X$$$$$$@$$$@z. ,s$$$$$$W@x,$$$$WWz$:.zi ;, ii#@zs@$@WXs$$$s#WXi: .=W#WW@$$@$#$$@@z+Wsi. :::s@WW:iX$$$$$@$$@.;,; ;:.:$$$$$$#W$X@$$WWWW$$$@= ,;:+=xx, .;=;...;;i;,,;,;. ,,+i=XXx=xW$$$$@$$@@$x@,,i ,iXW;,i. .;$$@$XzWsW$$.;Xi .z,=$$$$$$$sX$WX, .x#$$X. .iiX,. .;,i.iW;.,;;=X;;. ::.zW;+z+XsWX+z$$$$@W+XWiWWWW;+i, ,x$z... ... , .:iiW@#$$$$$$$$X#WXX....,,is.:x#X==. : ,..ii+i;,i=zi.+; ;: :;;,,i;,@@#XzWX@= ssW$$@#,;i+x:$$sz;+i ;;$$X ,;:X@$$$$$$$W@$$W$$$Wx@$W$$..i =$$@= . . . Wi;i,i,XW,ix.,.., .. ,:;x= =s#WWX+X#Wz#@iz@=WX=XXW#+#@i;z@=W#WX+X####@#,.iz+=i:.::..:x@#$$@#$$$$@$WX$$$$$z=W$XxzW. ,i#X,, , .. .:.zixiiss;+X;=,ii;i. .xx.sWs#,#x#s#Xxx#Wzs$x:$zxX@ixx;: .;: . =@+ ;@WzXzsW@W,i@x$$$$@xszX#@$$Ws@@i ;;i ;@zX=i: =WW@=W i : , .,,xis;,#,zsXisxis=;;,,; ,., .iXW#@##@X@$#WW##$WX=zX@==i@z+=i:, , +##i:,##X:+,+i=#i@$i#$+=#W@iiWi+W$@@W#,;.,,i+ ,,::=;:W=i:,+.:W#$#X;i+Wss,;:,,iizWW#.+#z;izzi,#Xi=isz=:; :X,;,;z@@$#$#xXs@$#s@Wiizxi$zX=iW,;,+;,x. .,. :Xz,Xxsx;,;;=i. ,$$$WxWX+xsWXi#s,. i :.#@;sWsX,i,=xi;=,+@+s@x$sXsWx;i;W+.iWzsXWXXz,zWxXi$s,W$zXis:.,Xi .,i#xsXXX$$$$#WzXsX#XW@XzxXWxXs=XXX=:=++.:;xxW;Xz;,;+,:::=;;=W$$@sX@$$$W$s#+ii , ,i; ;=;W#=;sWXXX:i:.;i+W=#X#@z@iz=iizWX,XW#W@#XWszxz=X$#$$zXW#zisWW#+xi ,;,xzW$$Xs$$$$@sW$$W$szWX,is#$WxiWWi#,zx,i#i$x#X@,ii:iz,#,i;ii#W=W;X$$@@#,iWi; ,ii,;i.,X=x;,:xxX= ,sis=X.izW$$XizWzx=xW,#$@WsXXs#W#,=@$X@$@,zX=XW@@W:;, .;iisz@$##WWW$$##XWW@#$@#zzz=@$@XX;Wiiszi#@#zX$#zzX=,#i=i,ii=Wi;+#@#####X@z, .;.i;;+;;=+iXX#WW;;:.,W=WXXW#zs#XXsX###Xi#@i=z=sW@$$$#iz$@@$$@X#sX#@XX;=;; .;;:xW@$$W$$@@@#xsXi,iW$sixW@$$#,:XWXsXXX+x#WsxW,z,,,;;z,;;ixixz$$@XXW$Wsi; ;iX; ;x; ;i@X,Xs#i, .=x;xX$$$Xs@x+xW$@Xs@$W=W$@W@#@W@Ws$$$@$xWXW$$WWss,i,; :=i====zX##@@##XXW##@#W=i,ssX$WWz#+=+sW@@=WW#W=...+s=xi,==sXXiW=iiW@XX:,X$ ,=zsi. .;WWWXzi::=iix:+X;z@XWWsW$@z+X$#@#x##zXW#$$@W$$$$$$@X#$$$@Wzzii=zi xzXXXXx,iii;iz@WiiW;xX@@@#@WsW$$$;.WXs$$WWWs;,W. Xsix=x=@Wi, =xW@$$$$ii,W, ,,. ;x i#x: +Xs,=,X@$W=$zs#i..@$Xs@x$@iXXW@$$@@$XW$$W$$$WW$$$$Wxiii;... ...... .,=xWX$@ssW=X=i=zW#$#z:+sWW$sXi;: .::@Xzz;=+i.,,.X$$#$W#z;,iiii::,.. : ;s=.. ,,;,=$x..;$$,,, .W@$@$@W+XXsWz#$$@X@$$$$W@@@X=:. . .iW@@ss; ..z,:xXX@s#XWsW;.s@,i.i,;i;;,...z$@@#i=Xx@@Xx,i, iz i +,+ ;ssi. :s: .s#$z,, +s$$WWssXW$$Xs,i .X#W+i. ;=x:.. ,@$@@+zi+#xs+;.Xi .::.. . ,:ii;;.,. .i+W##i=WX,ixi.. W@W$@s$@XW;i,X$s..,.;x@$$$#xWWixis: . . ., ,,,:;X@$$$@$#WiszsiiXWW#=:=XW@WWzWz#$$Wz;i :;. . , , ;. , ,X@$@$$$$$$$$@@$= +,ix#sis; W$$$$WWx.;: .i=:. , ;:i, ::,s+::. . . ,;WXW#$$$@W#X+:i@=iW#i: ..,. +$W..;WWX=iz#+iiW; ,;.,,x,;.X ,; .i, i..,ss,i .;. x@W#sX@s,i,.;, i xi@$$@X iWW@z. ;@sXXX$sXi$i . , , .. +; . . .,.,;i::+ . .zx:+:,;=zXW#x,. ;,,:.:i +$$$W#i ,.,;,X;;i i:.i,,;@W; :z#WX;.: .ixs;,;X@$=.+. :: , ,..;i;;. z , . . ... ,, , .. .,ixi =,xsisixs$+XXX ;:;x;X@;,=i,,xXX@W@$$$$Ws,i:x. :s#x:,;xii ,x iixWXxs. xz s. . , X:i:;;i=X;x,,;Xi;; =,.. . +:,.;==:X;;,izX#;+.+WzXWXWW$@: ==::,i.iz#+,Xz#$$@$@W@#$$@zXxXii;,:;X+=i=;.,.. ,++;+si+=;.;. X:. ;s: .,i,,ii;W+siz;;=XsWz+;i:;;=. ;;..i.sszxWs=s,X:iW@W #sWsWX#@$@z$W =i s#i =,@$$$$$$sW@X@XsW,W$; .x+,W$zi;.,. z@ixW,z@+ :. @z s$#;.. .,x,,;Xixi,Xxix;,W@W,s,;Xi,i. ,;=i;s=sis$XW$#XW;#i++##z@XWW#W;XXiW###X;Xi....iX#$#@$$$#=W$$@=szs;WW,:,..;Wz, ;s++zs##..#; ,$Xs:.;XWXxs#@xi=:;z++X##zxWX@@W@#W#i.ii,;,: .,,Xx#@#$#@@W$W#$XsisWW=i$$XWiix W$$#sW. x@$$WXX.;s$$$@xx$$$i@#XXX#W;izX: .#,=@Ws@W=xz,;X#$$x=i;. ,Xsz;sWXx+$zs,sW@W@$@sxi@s,,;i@ixz; .;iiiiX$$#W$@X#$W#@$##zW#@$$WsXsi;:#;z:..;zW,..,X@$#$$$$Wzi:: ,isXi; .+###WW@z@#z:@#XW#$zz$i;.+;:i=s=xW=i=;;s@@###@@Xx=X;=z##Xz=: .,XxXWs$$W@X@$WXsx$#@#W#@#X#@ii;i+ ,s@$$$$@$sW$$X$WWsz ii;=; :xX@$$@,@,i@+$#;@W, WXWxz; i#@$WX$WX+s$@#$$$#$zX,x;X#$#xi..x= ,==i;zXx#$#@@##i##XssW+X@WX#@XXX:=:=XWWs. ;; .:iW#$W@Xz+. :W$@$$#W#$x+;s#+xix, . ; .z#$XzxW=#=Xzs##W$=X:;;X=W==i;+;z=:::,=.. ;;,XWsX$$x,@X@W@@XxxXsx,zsisW$zx:.;$WW...,xsW$@WxXW$@s$;. .W@@XX#$#XW$WssXs,sx:.:, .,.:is$#x$$i,i,XX#$#@XW+x;@iXsss,,.=,:s;x;x.,XX,i+,=Wzz##X$$XX$zzi:i;+Wz#XWXxs+x:;;=XW$@#X$#sziix+.i ::;iiizzW=+: .@$@XW==##WX@s=izz=s=+i=::;;iii=Xz$WXxzWW$#$$##ii#i#X=z##WsWz=+=izsiiiWxx$@$ssxxXWX,XWs@W,,xXsXxzX=x,.+WWX$$ixX$$X#XsX.,,.; :;, , .X@xXXz;.WWXss= .$#ssXixXXXXX@WxW@ssXW=,xsi,=,ixXX$@xszW$xX@$$i,=@iWx@xW@s=X: #x#s:,X=@WX#s$@#Wz+sWWXiiz=sW#+$X#XWzXziW@$$+z=#W@@XXW=:::.,.:;i ., .. .X@Wzz=W$@@@@#W+.. .W@#WWW++zs#WiW##$W#X=,;WWz+=xXz;#@sXs@$X#i;+Wi;+iW@XX#WXWXzs:+sxW+x+s#s@$X@$@WxX@X,Ws:,zWW$Xss$=Wz@X@WsiWi,,i; :@s.WX;.+x.i; ,..i;, ;$$sxz@z$$sXsixXs@@z,,i, iW@sWWWWWW,X@sW@@$W:.+WX@Wx=X,sX.W$#;XWWx$x:.. :sWi. ;@ssXss@x;=@xs=i$$#$#z$$W@#XXzz;zx=zWi#sWW#$zXszzXix=x=z=:Wz;z+,+Xz,;,..i:=.. ;#Xi;W$$@#:z+=:i,WWi:;+ix, z##zzs#WXxi;=#$$$@;;.i ,s#WWWz@@i@$$#$$WWW.,.:++$W@W.;zWW@#=x=zxWzs=xW@W@$W#$WW#xzssxs@#XzWW@@W$$sWzxi,XX,@iX@@Ws#x xs;sXi;sizi :Xs,X,s$$XWiiXxxsxXWXWXXz$#; .zWXW@W+.iii,x,z@$s ,,.W@+x#X#$$W#$#@$$$$@xXW$$@$$@$@XsX@$$W@WW#@XWzs@#@WX#X$@W#W$W=Wi=xi+s$$sX$#W#X#@#XiX$XW@#$$=..:=z@W@s==;;,isz@$WzW$W#Xi+s#i=iiz#$#$#; .... ,iX=#=i,.,i;is@@si$=;.;=sX@##Xix$#Xs#$X#$$@XsXX$#z x$$$@#XX@#W=X;izXiXX,is;@Xx$@$@$WzX$WixWWW,X,, #$is@Wz,:.,;sXis$W$XsWW@WXzs@,xWXX$WW$@s. ,,i,s@; iW$@$=$$$#W$$X;..,XxX; ;X##@@$#$$@##W=W=@iz#+==@@$$$$XX=zWXzx;XWsiW$#W@#Xx,.. i=Wzs#sWW#$Xz$$@s::=;z#z,X=;XWs. .,,,ii..:+:.,:,,.. ,#@WsXW$$@ss@W,ixWWXW#$$@z@@$zx#@XW=.i;zs#x#$Xs=. .;xX@$$$WiiW@$X#$W@zx+iz$:ixWW$$x .+i;;+zX#X+zW=;s:=@$W=;;:,:i+Xs$$$@W$$$X$XiXXsX+==:. :;XXWW$@#@@,.s$#X#Wiz#i,z$==s$$#: ;i;,;i,.,iX@ssWWsW= ;=ss$$@+;ii;i. ..,X$Wx$$@x=.#x;x#$s ,;WiW,;@@W=$+ . ,,:,, . ,#$$$@$@$=.izzz#@W#.;i,$$#X$$###@. W$X$W$$#x=,$@sx+s;Wzs.;$XWs$@W$=@ .X=z$xi,WW;X$$is..zz#+;sWX$#$#@ .@= s@XW$ ,WWXs@W$ :X$s+ . $x+;; ,, . =$@.W.,#...;zX= ,i+,;i#i, , ii $Wix@i W ,i#W i.; ,$@:=W.:::,. XxzX. . .: , .$@;XX# , i.ixi$WiW.;. x: :,,x, ; .x, $x$X,X #.i$Xii#+:= ;:X:.i,:;;;ii;i:s . .. iX;;,; +@ssXx;;+ zX#@ x: :i= ,ixi;i #X #$:,z@ W#$@x+;:=;.X#.+.;. ,izs ,..,:,; $=iXs$i x#$s.#,.WsW=@z$X..,i = si@:;iW+Xx Ws,i,=X+.W@= xXi,W@z+i+z#W###WW+iXiW:i,;:+iWW@: ,@ i , ..=;i .s$;X:,#$ixs@@x#W$$$$$sss, .,Ws .XX WXs#X#z#;$= +#+;i=i+z#WX;W=.;X#@X@$=Xz+X#i:, ,WW;xX; $is$xii#W=i.;is#@$Xisi;.s#x;W=s#XzsXi ,#W.;,+ XX+z@$=s+.iW+..:ziiXi::;,,=+i;W+ ;s,;sXxzi@XzX: @x $X;=.;Wz,.,#@W . :Xz.;X: iXX,i.W+;+X@X#i+#W;XzXX#x=,i+ .s$:.,.zx=WX. #s#; +;#W: .,x ;zi$XXX=.,i=; x@, ,.z .;i;. .i.+iWX;,X. ,.+;.iX#:z#z=z;,+iixXi, ,i+i+z@@#zi,: ,i;. ,=X=W:. .;;i :,= ;. W$$x.=,s.:X#@; .x:.,;; .@@$sisx ,,:i#X#;;=iiX.W;,iXXizX :,, .. . .;,:::sz+zii. .s=##;==;is@@##i .izXi@s.,iixi,iiz.@X@$,. W@i,i i .:. ;xx,;,$;xz,W$$W. . i@#$Wzsi;;;i=;=Xzz++XX#i .,#X;W=Xsz., ;=W= ,;;iiizW$@##xs::.. .,. .=@$$$XXW=iisi; ,#$$@Xx:xW. .x=.=$@$i X@#xsi. x$sxX, . ,XW@@$W,+$. .,. :;;iiW=XX#Wzzzi+.XWs=:ii;=#W#=i:=W=XX#;,Wz ;,izxsi:W#;.::,;..,+=si,,:.. .... . .. ;=#$##:;Wi,,++iWWWWW###i#i:. ..; .X$$z$@x,s$$$$W@=;i,;,=XsXzxi@#X:W#s=.; sWsi#WW$W$#,z@@ $Wsx.@W$iX=,ixz$ ,:;ix#;;,ixx,,i:;ixixz; s$$WX:x#@W@. @$#xW$ W#@W$xi,iiX,x@$$;W,XX@X. . ,#+Wzi##sX$$WxsX@W+zzzzX#X##XW#s##WWWW$WsxiW#xX@s ,, iiW+i#+,=X##iX;;.s;=s+W=$i.Xz=:+Wx,:=,;:X,. :Xs=, .+ : :WzzX+ @W@$##+=iX+is,:=,.:.,=#i. xix:,ixz,@$:x,W$$#Xs$#X#XWX@W#$$s@@.;= sW$@.$$$. . .X,xiWXii.i ,;=x;W sz ,i,W iX+, .;, + .x,.ii... : ;s=x. ;#@si ;s@$Xi@$szX#X#@zi=ssx;s=;XX#; .=.::.+=;zs@#$$$#XX$@##$$@W$$#@#WW#WW$$W+W#s$Xxzi ;;::=+s;,:ii;,.. ,i+;;=. ;.i,::iii++W#+=is=zi+,=X##$@@+:s=++W@X=XX; :ii=W$$$$@xX$#WXs@@Xis+s@i. . ;.,ii;i+.X$$$$@$$$WX@@$$@@$@X#@@@#s#xisixiWi; ; ;.;XsWx,WXi; X ,: .s;Xiii, .,i,is@$Wssxisi,zi;,=i+WXxiW@X=x:... is. .$$$$$#s@$#$$$$@#sii; ::i;:.;W=xz,WWzz##$$#X#@XxW+X@@WXii==;; ==i;:,;;.., ,; +::.:, . : +z+z:i==WWX#$iWW@@WW@@Xs+s+:xX++ii+xWiizszx=s;,=x@@=..Xi#zXX#@z,;,z#Xz=s: .s;,i , .X=. ;. ,$z iW+;$; . .,;, : ;,: W$Xx. = X, + .ii;; .@$si$$,z@$sXW#$z@z,@@siXWWs@$zXiX,X#xz,X@Xxs. i$z;+,=x,iW ,W:..;i. ; ,.,. :z: ,;. .:i+;..X, .:s .;, ,,;..++s.,,.. , :,;i i.;i+i:W#$W@@$@z@@#s@$W@#@$#$@zi@xW@#Wx@@@W#W#x#WzXzi; .+X::::,:. ;:, ..,;=+= .i. ;s . Xi=ii$: . .,. . i;. ; ..,,= . . .x;;iXi$XxWX@$@$@@$sXX@W#X@$#X#X$@WXX@zWXXzXi@,W ;.:s i. .,.;ii@@WzW; ..,,,... ... ... ,sii, .,,i$i,. .. .. ,.=::, . .: ,=..;=,i.+i$@=XxW#@$@@@#@XixX##;,@:WXs. . : . .,;,.:##WXX#sXi. ,;,... ...;i... i , . . , .i ; ;z x; . ; ;, ;X X,si ; .;, ..., :,xs#X;,zsss;;,i=i+s. ..,,,......:;;:,,:,::;:;i;i:+,;;+.,:i..,..,. ,. . .., ...::X++;++WXWz;:, .. . ... .. . ,;i.,xii,,,xxx=;. ......::::,...
Routing from the bottom up.
Local-first|
Every query starts on your own machine and only moves up when it has to:
- Your machine is the first stop. The weights stay loaded in unified memory, so most queries run at full speed and cost nothing.
- A query goes to the cloud only when the local answer falls short. Cheaper cloud models are tried before the frontier ones.
- You pay only for the queries that reach the cloud. Most never leave the machine, which cuts total token cost by more than 80%.
- Turn on secure routing and nothing leaves the machine. The router still picks the best local model for the task.
Expand
Local inference
shouldn't feel slow.
GPU accelerated|
The speed lives in the kernels. We tune the GPU code to each model and each chip:
- Hand-written Metal and CUDA kernels on the hot paths, not a generic BLAS call.
- Fused kernels: quantized matmul, RMSNorm, RoPE and the attention softmax run in one pass, so the weights cross the memory bus once.
- Decode is memory-bound, so we keep weights in Q4_K and move the fewest bytes per token.
- A flash-style attention kernel sized to each model's head dimension keeps the KV cache on-chip.
- For mixture-of-experts models, routing is one grouped GEMM instead of a loop over experts.
The chip spends its time computing, not waiting on memory.
Benchmarks
Each model gets a scorecard.
Live intelligence index|
The chart is live. Every open model Conifer runs locally is scored on the same tests as the big cloud models. The numbers come from real hardware, not estimates, and the router reads the same scorecard when it decides whether local is enough.
Intelligence
Artificial Analysis Intelligence Index v4.0 · higher is better · Artificial Analysis · 56 models
70
53
35
18
0
- 65Claude Fable 5: 65 index
- 61Claude Opus 4.8: 61 index
- 60GPT-5.5: 60 index
- 57Claude Opus 4.7: 57 index
- 54Kimi K2.6: 54 index
- 52DeepSeek V4 Pro: 52 index
- 48GPT-5.1 high: 48 index
- 48Gemini 3 Pro: 48 index
- 45GPT-5: 45 index
- 43Claude Opus 4.5: 43 index
- 42Grok 4: 42 index
- 41Kimi K2 Thinking: 41 index
- 37Claude Sonnet 4.5: 37 index
- 35Gemini 2.5 Pro: 35 index
- 33.3gpt-oss 120B high: 33.3 index
- 33GLM-4.6: 33 index
- 32.1DeepSeek V3.2: 32.1 index
- 31.4Qwen3 Max: 31.4 index
- 27DeepSeek R1 0528: 27 index
- 25Qwen3 235B 2507: 25 index
- 24.7Qwen3 VL 32B: 24.7 index
- 24.6Nova 2.0 Lite: 24.6 index
- 24.5gpt-oss 20B: 24.5 index
- 24.4MiniMax M1: 24.4 index
- 24.4GPT-5.4 nano: 24.4 index
- 24.3Gemini 2.5 Flash: 24.3 index
- 24.3Nemotron 3 Nano: 24.3 index
- 23.7o1-preview: 23.7 index
- 23.6Grok 4.1 Fast: 23.6 index
- 23.3GPT-5.4 mini: 23.3 index
- 23.2Nova 2.0 Omni: 23.2 index
- 23.1Grok 4 Fast: 23.1 index
- 23.1Nova 2.0 Pro: 23.1 index
- 23GLM-4.5 Air: 23 index
- 22.9GPT-4.1 mini: 22.9 index
- 22.8Mistral Large 3: 22.8 index
- 22.6Qwen3.5 4B: 22.6 index, runs locally on Conifer
- 22.4Qwen3 30B A3B 2507: 22.4 index, runs locally on Conifer
- 22.3DeepSeek V3 0324: 22.3 index
- 22Devstral 2: 22 index
- 18.8Mistral Medium 3: 18.8 index
- 18.4Llama 4 Maverick: 18.4 index
- 17Qwen3 32B: 17 index, runs locally on Conifer
- 17R1 Distill 32B: 17 index, runs locally on Conifer
- 16Qwen3 14B: 16 index, runs locally on Conifer
- 16R1 Distill 14B: 16 index, runs locally on Conifer
- 14Llama 3.3 70B: 14 index
- 14Qwen3 4B: 14 index, runs locally on Conifer
- 13Qwen3 8B: 13 index, runs locally on Conifer
- 13Qwen2.5 32B: 13 index, runs locally on Conifer
- 13Qwen2.5 Coder 32B: 13 index, runs locally on Conifer
- 12Llama 3.1 8B: 12 index, runs locally on Conifer
- 10.4Phi-4: 10.4 index, runs locally on Conifer
- 10.3Gemma 3 27B: 10.3 index
- 9Gemma 3 12B: 9 index, runs locally on Conifer
- 6Gemma 3 4B: 6 index, runs locally on Conifer
frontier & open runs locally on Coniferpublished figures · snapshot Jun 2026
- Slack
- Gmail
- GitHub
- Postgres
- Messages
- Calendar
- Notes
- Contacts
- Reminders
- Files
- Shell
Marketplace
Someone probably already built what you're looking for.
marketplacein development- inference providersprove parity, earn routed traffic
- model labsdebut your model where it runs instantly
- builderslaunch your agent or app, paid only on sales
