diff --git a/book/quarto/contents/vol1/model_serving/model_serving.qmd b/book/quarto/contents/vol1/model_serving/model_serving.qmd
index e34f51859..61340c870 100644
--- a/book/quarto/contents/vol1/model_serving/model_serving.qmd
+++ b/book/quarto/contents/vol1/model_serving/model_serving.qmd
@@ -677,16 +677,6 @@ class ResNetServingSpectrum:
 cloud_name = ResNetServingSpectrum.cloud_name
 mobile_name = ResNetServingSpectrum.mobile_name
 tiny_name = ResNetServingSpectrum.tiny_name
-
-    tiny_model_mb_str = fmt(tiny_original_mb, precision=0)
-    tiny_alt_mb_str = fmt(tiny_alt_mb, precision=1)
-    tiny_inf_ms_str = f"{tiny_inf_ms}"
-    tiny_throughput_str = "8"
-    tiny_arena_kb_str = "320"
-    tiny_sram_kb_str = "512"
-    tiny_energy_mj_str = f"{tiny_energy_mj}"
-
-# ┌── EXPORTS (Bridge to Text) ─────────────────────────────────────────────────
 cloud_model_mb_str = ResNetServingSpectrum.cloud_model_mb_str
 cloud_inf_b1_ms_str = ResNetServingSpectrum.cloud_inf_b1_ms_str
 cloud_inf_b16_ms_str = ResNetServingSpectrum.cloud_inf_b16_ms_str
@@ -788,7 +778,7 @@ Every request traverses a multi-stage pipeline designed to maximize hardware thr
  font=\footnotesize\usefont{T1}{phv}{m}{n},
     line width=0.75pt, rounded corners,fill=OrangeL!30, text width=16mm,
     minimum width=16mm, minimum height=10mm},
-LineA/.style = {violet!60,{Circle[line width=1.0pt,fill=white,length=5.5pt]}-,line width=1.5pt,shorten <=-3pt}    
+LineA/.style = {violet!60,{Circle[line width=1.0pt,fill=white,length=5.5pt]}-,line width=1.5pt,shorten <=-3pt}
 }
 %laptop
 \tikzset{
@@ -820,7 +810,7 @@ fill=\filllcolor!10,line width=\Linewidth,](EK)at(0,0.53){};
       % popuna (klipujemo unutar ivica)
       \begin{scope}
         \clip[] ($(4BL)+(\x,0)$) rectangle ++(\w,\h);
-        \fill[gray!10]($(4BL)+(\x,0)$) rectangle ++(\w,\h*1);   
+        \fill[gray!10]($(4BL)+(\x,0)$) rectangle ++(\w,\h*1);
         \fill[fill=\filllcirclecolor]($(4BL)+(\x,0)$) rectangle ++(\w,\h*\Level);
       \end{scope}
       % kontura preko
@@ -847,14 +837,14 @@ pics/gatewey/.style = {
 \def\rIII{1.6mm}
 \draw[draw=\drawcolor,line width=0.8*\Linewidth](0,0)--(0,0.38)--(1.2,0.38)--(1.2,0)--cycle;
 \draw[draw=\drawcolor,line width=\Linewidth](0.6,0.4)--(0.6,0.9);
- 
+
  \draw[draw=\drawcolor, line width=\Linewidth] (0.6,0.9)+(60:\rI) arc[start angle=60, end angle=-60, radius=\rI];
 \draw[draw=\drawcolor, line width=\Linewidth] (0.6,0.9)+(50:\rII) arc[start angle=50, end angle=-50, radius=\rII];
 \draw[draw=\drawcolor, line width=\Linewidth] (0.6,0.9)+(30:\rIII) arc[start angle=30, end angle=-30, radius=\rIII];
 %
  \draw[draw=\drawcolor, line width=\Linewidth] (0.6,0.9)+(120:\rI) arc[start angle=120, end angle=240, radius=\rI];
 \draw[draw=\drawcolor, line width=\Linewidth] (0.6,0.9)+(130:\rII) arc[start angle=130, end angle=230, radius=\rII];
-\draw[draw=\drawcolor, line width=\Linewidth] (0.6,0.9)+(150:\rIII) arc[start angle=150, end angle=210, radius=\rIII]; 
+\draw[draw=\drawcolor, line width=\Linewidth] (0.6,0.9)+(150:\rIII) arc[start angle=150, end angle=210, radius=\rIII];
 \fill[fill=\filllcolor](0.6,0.9)circle (1.5pt);
 
 \foreach\i in{0.15,0.3,0.45,0.6}{
@@ -903,13 +893,13 @@ pics/cpu/.style = {
 to[out=0,in=270](0.45,-0.38)to(0.45,-0.18)
 to[out=40,in=240](0.57,-0.13)to[out=110,in=310](0.52,-0.05)
 to[out=130,in=290](0.44,0.15)to[out=90,in=340,distance=8](0.08,0.69)
-to[out=160,in=80](-0.42,-0.15)to (-0.48,-0.7)to(0.07,-0.7)to(0.1,-0.5)
-(-0.10,-0.42)to[out=310,in=180](0.1,-0.5);
+to[out=160,in=80](-0.42,-0.15)to(-0.48,-0.7)to(0.07,-0.7)to(0.1,-0.5)
+to(-0.10,-0.42)to[out=310,in=180](0.1,-0.5);
 \draw[draw=\drawcolor,line width=\Linewidth](0.1,-0.5)to[out=0,in=180](0.33,-0.5)
 to[out=0,in=270](0.45,-0.38)to(0.45,-0.18)
 to[out=40,in=240](0.57,-0.13)to[out=110,in=310](0.52,-0.05)
 to[out=130,in=290](0.44,0.15)to[out=90,in=340,distance=8](0.08,0.69)
-(-0.42,-0.15)to (-0.48,-0.7)
+to(-0.42,-0.15)to(-0.48,-0.7)
 (0.07,-0.7)to(0.1,-0.5)
 (-0.10,-0.42)to[out=310,in=180](0.1,-0.5);
 \draw[fill=\filllcolor,line width=\Linewidth](-0.3,-0.10)to(0.08,0.60)
@@ -921,7 +911,7 @@ to[out=240,in=130](-0.52,-0.1)to[out=300,in=240]cycle;
 (-0.4,0.33)to[out=150,in=280](-0.46,0.42)
 %
 (-0.44,-0.03)to[bend left=30](-0.34,-0.04)
-(-0.33,0.08)to[bend left=40](-0.37,0.2) (-0.37,0.12)to[bend left=40](-0.45,0.14) 
+(-0.33,0.08)to[bend left=40](-0.37,0.2) (-0.37,0.12)to[bend left=40](-0.45,0.14)
 (-0.26,0.2)to[bend left=30](-0.24,0.13)
 (-0.16,0.32)to[bend right=30](-0.27,0.3)to[bend right=30](-0.29,0.38)
 (-0.13,0.49)to[bend left=30](-0.04,0.51);
@@ -946,9 +936,9 @@ rectangle,rounded corners=3pt,minimum width=14mm,minimum height=10mm]at(0,0.3){}
 \node[line width=\Linewidth,draw=\drawcolor,fill=\filllcolor,
 rectangle,rounded corners=3pt,minimum width=15mm,minimum height=10mm]at(0,0.1){};
 \node[line width=\Linewidth,draw=\drawcolor,fill=\filllcolor!50,
-,rectangle,rounded corners=3pt,minimum width=17mm,minimum height=10mm]
+rectangle,rounded corners=3pt,minimum width=17mm,minimum height=10mm]
 at(0,-0.1){};
-\draw[line width=\Linewidth,draw=\drawcolor,fill=\filllcirclecolor,,rounded corners=2pt](-0.92,0.05)--
+\draw[line width=\Linewidth,draw=\drawcolor,fill=\filllcirclecolor,rounded corners=2pt](-0.92,0.05)--
 (-0.92,-0.78)--(0.92,-0.78)--(0.92,0.05)--(0.40,0.05)--(0.32,-0.2)--(-0.29,-0.2)--(-0.40,0.05)--cycle;
 
 \node[single arrow, line width=\Linewidth,draw=black,fill=green!80!black!50, rotate=270,
@@ -987,15 +977,15 @@ rectangle,rounded corners=2pt,minimum width=16mm,minimum height=5pt]at(0,0.5){};
   /channel/.cd,
    Depth/.store in=\Depth,
   Height/.store in=\Height,
-  Width/.store in=\Width,  
-  Level/.store in=\Level, 
+  Width/.store in=\Width,
+  Level/.store in=\Level,
   filllcirclecolor/.store in=\filllcirclecolor,
   filllcolor/.store in=\filllcolor,
   drawcolor/.store in=\drawcolor,
   drawcircle/.store in=\drawcircle,
   scalefac/.store in=\scalefac,
   Linewidth/.store in=\Linewidth,
-  picname/.store in=\picname, 
+  picname/.store in=\picname,
   filllcolor=BrownLine,
   filllcirclecolor=cyan!40,
   drawcolor=black,
@@ -1005,14 +995,14 @@ rectangle,rounded corners=2pt,minimum width=16mm,minimum height=5pt]at(0,0.5){};
   Linewidth=0.5pt,
   Depth=1.3,
   Height=0.8,
-  Width=1.1,  
+  Width=1.1,
   picname=C
 }
 
 \node[Box, fill=white](B1){};
  \pic[shift={(0,-0.10)}] at  (B1){laptop={scalefac=0.67,picname=1,drawcolor=GreenD,
 filllcolor=GreenD!70!,Linewidth=0.75pt, filllcirclecolor=red!80}};
- 
+
 \node[Box, fill=white,right=of B1,minimum width=16mm](B2){};
 \pic[shift={(-0.68,-0.57)}] at  (B2){gatewey={scalefac=1.1,picname=1,drawcolor=green!50!black,
 filllcolor=red!,Linewidth=1.5pt, filllcirclecolor=red!80}};
@@ -1023,7 +1013,7 @@ filllcolor=red!,Linewidth=1.5pt, filllcirclecolor=red!80}};
 \node[Box, fill=white,right=of B3,minimum width=16mm](B4){};
 \pic[shift={(0,-0.06)}] at  (B4){inbox={scalefac=0.7,picname=1,Linewidth=1.0pt,
  filllcolor=BrownL,drawcolor=black,filllcirclecolor=orange!70!yellow!80}};
- 
+
 \node[Box, fill=white,below=1 of B4,minimum width=17mm,minimum height=22mm](B5){};
  \pic[shift={(0,0.17)}] at  (B5){funnel={scalefac=0.9,picname=1,Linewidth=1.0pt,
  filllcolor=BrownL,drawcolor=black,filllcirclecolor=green!70!yellow!80}};
@@ -1052,8 +1042,8 @@ filllcolor=BlueD!70!,Linewidth=0.75pt, filllcirclecolor=brown!20}};
 \draw[LineA](S2)--(NI);
 
  \draw[LineA](S3)--++(210:1.15);
- \node[Box2,,right=0.55 of NI](RQT){Request\\Queue};
- 
+ \node[Box2,right=0.55 of NI](RQT){Request\\Queue};
+
 \node[Box2,right=0.4 of RQT](DBT){Dynamic\\Batcher};
 \draw[LineA](S4)--(DBT);