Adaptivity AI

 Players      = :()
 RunService   = :()
 UserInput    = :()
 TweenService = :()
 HttpService  = :()
 Pathfinding  = :()
 LocalPlayer  = Players.LocalPlayer
 PlayerGui    = LocalPlayer:()
 isMobile     = UserInput.TouchEnabled   UserInput.KeyboardEnabled




 Exec = {}
 Exec.(p)     readfile    o,r=(readfile,p);  o  r    
 Exec.(p,d)  writefile  (writefile,p,d);      
 Exec.(p)   isfile      o,r=(isfile,p);  o  r    
 Exec.(p)    isfolder    o,r=(isfolder,p);  o  r    
 Exec.(p)  makefolder   Exec.(p)  (makefolder,p)  
 Exec.(btn)   btn  btn:()  (btn.FireMouseButton1Click, btn)  
 Exec.(url,h,b)
	   .request   o,r=(.request,{Url=url,Method=,Headers=h,Body=b});  o   r  
	    o,r=(,{Url=url,Method=,Headers=h,Body=b});  o   r  
	 o,r=(HttpService.RequestAsync,HttpService,{Url=url,Method=,Headers=h,Body=b});  o  r





 Perf = {
   budgetMs = , lastFrame = , tickAcc = ,
   tier = , 
   spatialGrid = {}, cellSize = ,
   deltaCache = {}, lastWrite = ,
   asyncQueue = {}, coroutinePool = {},
   lodBands = {near=, mid=, far=},
   memThreshold = , gcTimer = 
}
 Perf.()
    fps = ;  ping = ;  mem = ()
    fps>  ping<  mem<  Perf.tier=
    fps>  ping<  mem<  Perf.tier=
    fps>  ping<  mem<  Perf.tier=
    fps>  ping<  mem<  Perf.tier=
    Perf.tier= 
   Perf.cellSize = Perf.tier<=    (Perf.tier==    )
   Perf.lodBands = Perf.tier<=  {near=,mid=,far=}  {near=,mid=,far=}

 Perf.(pos)
    .(pos.X / Perf.cellSize)....math.(pos.Z / Perf.cellSize)

 Perf.(key, newData)
    old = Perf.deltaCache[key]
     old  Perf.deltaCache[key]=newData;  newData 
    delta = {}
    k,v  (newData)   old[k]~=v  delta[k]=v  
   Perf.deltaCache[key]=newData
    (delta)  delta  

 Perf.(fn)
   .(Perf.asyncQueue, fn)
    #Perf.coroutinePool < (Perf.tier<=    ) 
       co = .(()
           
             #Perf.asyncQueue>  (.(Perf.asyncQueue,)) 
            .()
         
      )
      .(Perf.coroutinePool, co)
   

 Perf.(start)
    (.()-start)* < Perf.budgetMs

 Perf.()
   Perf.gcTimer += 
    Perf.gcTimer >=  
      Perf.gcTimer = 
       () > Perf.memThreshold 
         ()
      
   





 Quad = {}

 Quad.(base, count, mult)
    base + (count^ * (mult  ))


 Quad.(dist, scale)
     / ( + (dist^ / (scale  )))


 Quad.(actions, sessions)
    raw = (actions^ * ) + (sessions * )
    .(, .(, raw))


 Quad.(density, baseRate)
    clamped = .(density, )
    baseRate * ( + (clamped^ * ))


 Quad.(dist, base)
    base * ( / ( + (dist^ * )))





 Tokens = { cur=, max=, regen=, cost={rec=,save=,clone=,predict=} }
 Tokens.(dt) Tokens.cur=.(Tokens.max,Tokens.cur+Tokens.regen*dt) 
 Tokens.(a)  Tokens.cur<a    ; Tokens.cur-=a;   

 Confidence = {}
 Confidence.(actions, sessions)
    Quad.(actions  , sessions  )





 BD=; Exec.(BD)
 Brain={v=,places={},cfg={theme=,tokens=,keys={reclaim=,toggle=,ghost=,gui=}}}
 getPid=(.PlaceId)
  ()  s,e=(()  :():(.PlaceId).Name );  s  e   
  ()   Brain.places[getPid]  Brain.places[getPid]={name=(),sess={},mental={},conf={move=,ui=,seq=},updated=.()} ;  Brain.places[getPid] 
  ()
    p=BD....getPid..;  Exec.(p)   r=Exec.(p);  r   o,d=(HttpService.JSONDecode,HttpService,r);  o  Brain=d;     
    

  ()
    pl=(); pl.updated=.()
    Tokens.cur<Tokens.max* 
      .(pl.sess,(a,b)  Confidence.(#(a.actions  {}),)>Confidence.(#(b.actions  {}),) )
       keep=.(,.(#pl.sess*));  i=#pl.sess,keep+,-  .(pl.sess,i) 
      Tokens.cur=.(Tokens.max,Tokens.cur+)
   
   Tokens.(Tokens.cost.save)
    ok,e=(HttpService.JSONEncode,HttpService,Brain);  ok  Exec.(BD....getPid..,e) 





 AI={mode=,learning=,paused=,persona=}
 Observer={lastPos=.(,,),sess=,active=}
 Observer.()
    Observer.active   
   Observer.active=; AI.learning=; AI.mode=
   Observer.sess={id=.(),=,actions={},mov={},start=.()}
   Tokens.cur=Tokens.max; UI.()

 Observer.()
     Observer.active   
   Observer.active=; AI.learning=; AI.mode=
    p=()
    Observer.sess  #Observer.sess.actions>  .(p.sess,Observer.sess) 
   Observer.sess=; (); UI.()

 Observer.(pos,act,data)
     Observer.sess  Tokens.cur<Tokens.cost.rec   
   Tokens.(Tokens.cost.rec)
   .(Observer.sess.actions,{=act,t=.()-Observer.sess.start,data=data  {x=pos.X,y=pos.Y,z=pos.Z}})
    act== 
      .(Observer.sess.mov,{x=pos.X,y=pos.Y,z=pos.Z})
       k=Perf.(pos);  p=()
        p.mental[k]  p.mental[k]={x=pos.X,y=pos.Y,z=pos.Z,visits=,tag=}
       p.mental[k].visits+=;  p.mental[k].visits>  p.mental[k].tag=  
   





 Clone={model=,active=,curious=,trackers={},sess=,afk=,path=,stepIdx=,stuckTimer=,lastPos=.(,,)}
 Clone.(dt)
     Clone.active   Clone.curious   
   Clone.afk+=dt
    _,p  (Players:()) 
       p==LocalPlayer   p.Character   
       h=p.Character:();   h   
       k=Perf.(h.Position)
        Clone.trackers[p.UserId]  Clone.trackers[p.UserId]=h.Position 
       (h.Position-Clone.trackers[p.UserId]).Magnitude> 
         Clone.trackers[p.UserId]=h.Position
          Tokens.cur>Tokens.cost.rec 
            Tokens.(Tokens.cost.rec)
            .(Clone.sess.actions,{=,t=.()-Clone.sess.start,data={x=h.Position.X,y=h.Position.Y,z=h.Position.Z}})
             pl=()
              pl.mental[k]  pl.mental[k]={x=h.Position.X,y=h.Position.Y,z=h.Position.Z,visits=,tag=}
             pl.mental[k].visits+= 
         
      
   
    Clone.afk>  #Clone.sess.actions> 
      .(().sess,Clone.sess)
      Clone.sess={id=.(),=,actions={},start=.()}
      Clone.afk=; ()
   

 Clone.()
    Clone.model  (Clone.model.Destroy,Clone.model) 
    c=LocalPlayer.Character;   c    
    g=c:(); g.Name=
    _,v  (g:())   v:()  v:()  v:()  
    _,p  (g:())   p:()  p.Transparency=; p.CanCollide=; p.Color=.(,,); p.Material=.Material.Neon  
    hrp,gr=c:(),g:()
    hrp  gr  gr.CFrame=hrp.CFrame*.(,,) 
   g.Parent=; Clone.model=g;  

 Clone.()
    p=()
     p  #p.sess==  UI.();   
    avgConf=(p.conf.move+p.conf.ui+p.conf.seq)/
    avgConf<  UI.();   
     Clone.()    
   Clone.active=; Clone.curious=; Clone.stepIdx=; Clone.stuckTimer=
   Clone.sess={id=.(),=,actions={},start=.()}
   Clone.lastPos=Clone.model:().Position
   AI.mode=; UI.()
    

 Clone.()
   Clone.active=; Clone.curious=; AI.mode=
    Clone.model  (Clone.model.Destroy,Clone.model); Clone.model= 
   UI.()

 Clone.()
    p=();  hrp=Clone.model  Clone.model:()
     hrp    
    best=, bestScore=-.huge
    k,lm  (p.mental) 
       pos=.(lm.x,lm.y,lm.z)
       dist=(hrp.Position-pos).Magnitude
       dist>Perf.lodBands.near  dist<Perf.lodBands.far 
          visits=lm.visits  
          tag=lm.tag  
          influence = Quad.(dist, )
          score = (tag==  -  ) + (tag==    ) + (visits<    ) + (influence*)
          score>bestScore  bestScore=score; best=pos 
      
   
    best  (hrp.CFrame.LookVector* + hrp.Position)

 Clone.(moveName, targetPos)
    Moves = {walk_fwd={speed=},jump={speed=},sprint={speed=},crouch={speed=},flee={speed=}}
    m=Moves[moveName]  {speed=}
    hum=Clone.model  Clone.model:()
     hum   
   hum.WalkSpeed=m.speed
    targetPos  hum:(targetPos) 
    moveName==  hum.Jump= 

 Clone.(dt)
     Clone.active   Clone.curious  AI.paused   
    hrp=Clone.model  Clone.model:()
     hrp   
    (hrp.Position-Clone.lastPos).Magnitude< 
      Clone.stuckTimer+=dt
       Clone.stuckTimer>  Clone.(); Clone.stuckTimer=; Clone.lastPos=hrp.Position;  
    Clone.stuckTimer=; Clone.lastPos=hrp.Position 
     Clone.path  Clone.stepIdx>#Clone.path 
       target=Clone.()
       target 
          ok,path=(Pathfinding.CreatePath,Pathfinding,{AgentRadius=,AgentHeight=,AgentCanJump=})
          ok  path  path:(hrp.Position,target); Clone.path=path:(); Clone.stepIdx=
          Clone.path={target}; Clone.stepIdx= 
      
   
    Clone.path  Clone.stepIdx<=#Clone.path 
       wp=Clone.path[Clone.stepIdx]
      Clone.(, wp.Position)
       (hrp.Position-wp.Position).Magnitude<  Clone.stepIdx+= 
   
    Tokens.cur>Tokens.cost.rec  .()< 
      Tokens.(Tokens.cost.rec)
      .(Clone.sess.actions,{=,t=.()-Clone.sess.start,data={x=hrp.Position.X,y=hrp.Position.Y,z=hrp.Position.Z}})
   





 Vision = {range=,fov=,rays=,lastScan=,interval=,hits={},params=RaycastParams.()}
Vision.params.FilterType = .RaycastFilterType.Exclude
Vision.params.FilterDescendantsInstances = {LocalPlayer.Character}
 Vision.(origin, lookDir)
     origin   lookDir   {} 
    results = {}
    halfFov = .(Vision.fov / )
    step = (halfFov * ) / (Vision.rays - )
    i = , Vision.rays -  
       angle = -halfFov + (i * step)
       dir = (lookDir * .(, angle, )).LookVector
       ray = :(origin, dir * Vision.range, Vision.params)
       ray  ray.Instance  .(results, {instance=ray.Instance, position=ray.Position, distance=ray.Distance}) 
   
   Vision.hits = results;  results

 Scanner = {interactables={},remotes={},prompts={},lastScan=,interval=}
 Scanner.()
    ()-Scanner.lastScan<Scanner.interval   
   Scanner.lastScan=(); Scanner.interactables={}; Scanner.prompts={}; Scanner.remotes={}
    _,obj  (:()) 
       obj:() 
          parent=obj.Parent;  pos=parent:()  parent.Position  .(,,)
         Scanner.prompts[obj]={pos=pos,action=obj.ActionText  ,key=obj.KeyboardKeyCode.Name,hold=obj.HoldDuration,parent=parent,enabled=obj.Enabled}
      
   
    _,obj  (:():()) 
       obj:()  obj:()  Scanner.remotes[obj.Name]=obj 
   

 LogicSim = {learned={},activeHooks={},recordWindow=}
 LogicSim.()
    name,remote  (Scanner.remotes) 
       remote:()   LogicSim.activeHooks[name] 
          orig=remote.FireServer
         remote.FireServer=(self,...)
             args={...};  key=name....(args[]  )
            LogicSim.learned[key]=LogicSim.learned[key]  {=,remote=remote,args=args,confidence=,lastSeen=(),count=}
            LogicSim.learned[key].count+=; LogicSim.learned[key].confidence=.(,Quad.(,LogicSim.learned[key].count,))
            LogicSim.learned[key].lastSeen=()
             (self,...)
         
         LogicSim.activeHooks[name]=
      
   

 LogicSim.()
    prompt,data  (Scanner.prompts) 
        LogicSim.activeHooks[prompt] 
         LogicSim.activeHooks[prompt]=prompt.Triggered:((player)
             player~=LocalPlayer   
             key=..prompt.Parent.Name
            LogicSim.learned[key]=LogicSim.learned[key]  {=,prompt=prompt,confidence=,lastSeen=(),count=}
            LogicSim.learned[key].count+=; LogicSim.learned[key].confidence=.(,Quad.(,LogicSim.learned[key].count,))
            LogicSim.learned[key].lastSeen=()
         )
      
   

 LogicSim.(triggerKey)
    entry=LogicSim.learned[triggerKey]
     entry  entry.confidence<   , 
    entry.type==  entry.remote  (() entry.remote:(.(entry.args  {})) );  ,
    entry.type==  entry.prompt  (() entry.prompt:() );  , 
    ,

 LogicSim.(pos,radius)
    nearby={}
    key,data  (LogicSim.learned) 
       srcPos=
       data.type==  data.prompt  data.prompt.Parent:()  srcPos=data.prompt.Parent.Position
       data.remote  data.lastPos  srcPos=data.lastPos 
       srcPos  (srcPos-pos).Magnitude<=radius  .(nearby,{key=key,data=data,dist=(srcPos-pos).Magnitude}) 
   
   .(nearby,(a,b)  a.dist<b.dist );  nearby





 Ghost={model=}
 Ghost.()
    Ghost.model  (Ghost.model.Destroy,Ghost.model) 
    c=LocalPlayer.Character;   c   
    g=c:(); g.Name=
    _,v  (g:())   v:()  v:()  v:()  
    _,p  (g:())   p:()  p.Transparency=; p.CanCollide=; p.Color=.(,,); p.Material=.Material.Neon  
    hrp,gr=c:(),g:()
    hrp  gr  gr.CFrame=hrp.CFrame*.(,,) 
   g.Parent=; Ghost.model=g

 Ghost.(m)
    p=();   p  #p.sess==  UI.();   
   .(p.sess,(a,b)  Confidence.(#(a.actions  {}),)>Confidence.(#(b.actions  {}),) )
    Confidence.(#(p.sess[].actions  {}),)<  UI.();   
    Replay={sess=p.sess[],idx=,speed=,loop=}
   AI._Replay=Replay; AI.mode=m
    m==  Ghost.(); UI.()  UI.() 
    

 Ghost.() AI.mode=;  Ghost.model  (Ghost.model.Destroy,Ghost.model); Ghost.model= ; UI.() 
 Ghost.()
    R=AI._Replay;   R  AI.paused   
    acts=R.sess.actions;  R.idx>#acts  R.idx=(R.loop==    #acts+);  R.idx>#acts  R.loop==  Ghost.();   
    a=acts[R.idx]; R.idx+=
    a.type==  a.data 
       t=.(a.data.x,a.data.y,a.data.z)
       AI.mode==  Ghost.model   h=Ghost.model:();  h  h.WalkSpeed=(AI.persona==    ); h:(t) 
        h=LocalPlayer.Character:();  h  h.WalkSpeed=(AI.persona==    ); h:(t) 
   





 WM={}, Urgency=, Goals={current=}, Macros={}, Anomalies={}
 Urgency.()
    raw=;  h=LocalPlayer.Character  LocalPlayer.Character:()
    h  h.Health<h.MaxHealth*  raw+= 
    _,p  (Players:())   p~=LocalPlayer  p.Character  p.Character:()  p.Character:().WalkSpeed>  raw+=  
   Urgency=Urgency*+raw*; Urgency=.(,Urgency)

 Goals.()
    #WM<   Goals.current 
    recent={};  i=.(,#WM-),#WM  .(recent,WM[i].type  ) 
    scores={explore=,combat=,interact=,escape=,idle=}
    _,r  (recent)   r==  scores.explore+=  r==  scores.combat+=  r==  scores.interact+=  
    Urgency>  scores.escape+= 
    best=,bs=-;  g,s  (scores)   s>bs  best=g;bs=s  ; Goals.current=best;  best

 Macros.(act)
   .(Macros,act);  #Macros>  .(Macros,) 
    #Macros>=   pl=(); pl.macros=pl.macros  {}; pl.macros[Macros[#Macros]]=(pl.macros[Macros[#Macros]]  )+ 

 Anomaly.(act)
    pl=();   pl  #pl.sess<   
    _,s  (pl.sess)   _,a  (s.actions)   a.type==act     
   Anomalies[act]=(Anomalies[act]  )+





 Theme = {isDark=,c={bg=.(,,),panel=.(,,),txt=.(,,),dim=.(,,),acc=.(,,),ok=.(,,),=.(,,),err=.(,,),brd=.(,,)}}
 Theme.() Theme.isDark=; Theme.c={bg=.(,,),panel=.(,,),txt=.(,,),dim=.(,,),acc=.(,,),ok=.(,,),=.(,,),err=.(,,),brd=.(,,)} 
 Theme.() Theme.isDark=; Theme.c={bg=.(,,),panel=.(,,),txt=.(,,),dim=.(,,),acc=.(,,),ok=.(,,),=.(,,),err=.(,,),brd=.(,,)} 

 UI={open=,frame=,mini=,lbls={},bars={}}
  (p,t,sz,pos,col)  b=.(); b.Size=sz; b.Position=pos; b.BackgroundColor3=col  Theme.c.acc; b.TextColor3=Theme.c.txt; b.Text=t; b.Font=.Font.GothamBold; b.TextSize=; b.BorderSizePixel=; b.Parent=p; .().Parent=b;  b 
  (p,t,sz,pos,col,ts)  l=.(); l.Size=sz; l.Position=pos; l.BackgroundTransparency=; l.TextColor3=col  Theme.c.txt; l.Text=t; l.Font=.Font.Gotham; l.TextSize=ts  ; l.Parent=p;  l 
 UI.(m)  t=.(); t.Size=.(,,,); t.Position=.(,-,,); t.BackgroundColor3=Theme.c.panel; t.TextColor3=Theme.c.txt; t.Text=m; t.Font=.Font.Gotham; t.TextSize=; t.ZIndex=; t.Parent=UI.screen; .().Parent=t; TweenService:(t,TweenInfo.(),{BackgroundTransparency=}):(); .(,() TweenService:(t,TweenInfo.(),{BackgroundTransparency=}):(); .(); t:() ) 
 UI.()  UI.frame  UI.frame.Visible= UI.frame.Visible; UI.mini.Visible= UI.frame.Visible  
 UI.()
    sg=.(); sg.Name=; sg.ResetOnSpawn=; sg.Parent=PlayerGui; UI.screen=sg
   UI.mini=(sg,,.(,,,),.(,,,),Theme.c.acc); UI.mini.MouseButton1Click:(UI.toggle)
    f=.(); f.Size=.(,,,); f.Position=.(,,,); f.BackgroundColor3=Theme.c.bg; f.Parent=sg; UI.frame=f; .().Parent=f
    tb=.(); tb.Size=.(,,,); tb.BackgroundColor3=Theme.c.panel; tb.Parent=f
   (tb,,.(,,,),.(,,,),Theme.c.txt,).Font=.Font.GothamBold
    cb=(tb,,.(,,,),.(,-,,),Theme.c.err); cb.MouseButton1Click:(UI.toggle)
    ds,dp,sp=,,; tb.InputBegan:((i)  i.UserInputType==.UserInputType.MouseButton1  ds=; dp=i.Position; sp=f.Position  )
   UserInput.InputChanged:((i)   ds     i.UserInputType==.UserInputType.MouseMovement   d=i.Position-dp; f.Position=.(sp.X.Scale,sp.X.Offset+d.X,sp.Y.Scale,sp.Y.Offset+d.Y)  )
   UserInput.InputEnded:((i)  i.UserInputType==.UserInputType.MouseButton1  ds=  )
    rh=(f,,.(,,,),.(,-,,-),Theme.c.acc);  rs,rs2,ss=,,
   rh.InputBegan:((i)  i.UserInputType==.UserInputType.MouseButton1  rs=; rs2=i.Position; ss=f.AbsoluteSize  )
   UserInput.InputChanged:((i)   rs     i.UserInputType==.UserInputType.MouseMovement   d=i.Position-rs2;  w=.(ss.X+d.X,,);  ht=.(ss.Y+d.Y,,); f.Size=.(,w,,ht)  )
   UserInput.InputEnded:((i)  i.UserInputType==.UserInputType.MouseButton1  rs=  )
    sc=.(); sc.Size=.(,,,-); sc.Position=.(,,,); sc.BackgroundTransparency=; sc.CanvasSize=.(,,,); sc.Parent=f
    y=
   UI.lbls.mode=(sc,,.(,-,,),.(,,,y),Theme.c.acc,); y+=
   UI.lbls.game=(sc,,.(,-,,),.(,,,y),Theme.c.dim,); y+=
   UI.lbls.sess=(sc,,.(,-,,),.(,,,y),Theme.c.txt,)
   UI.lbls.act=(sc,,.(,-,,),.(,,,y),Theme.c.txt,); y+=
   (sc,,.(,,,),.(,,,y),Theme.c.warn,)
   UI.lbls.tok=(sc,,.(,,,),.(,,,y),Theme.c.txt,)
    _,bf=(sc,,.(,,,),.(,,,y),Theme.c.dim,); y+=
   UI.bars.move=(sc,,.(,,,),.(,,,y-),Theme.c.ok,); y+=
    _,bu=(sc,,.(,,,),.(,,,y),Theme.c.dim,)
   UI.bars.ui=(sc,,.(,,,),.(,,,y),Theme.c.acc,); y+=
    b1=(sc,,.(,-,,),.(,,,y),Theme.c.ok)
    b2=(sc,,.(,-,,),.(,,,y+))
    b3=(sc,,.(,-,,),.(,,,y+),Theme.c.warn)
    b4=(sc,,.(,-,,),.(,,,y+),Theme.c.brd)
   b1.MouseButton1Click:(()  Observer.active  Observer.(); b1.Text=  Observer.(); b1.Text=  UI.() )
   b2.MouseButton1Click:(()  Clone.active  Clone.(); b2.Text=   Clone.()  b2.Text=   UI.() )
   b3.MouseButton1Click:(()  AI.mode==  Clone.(); b3.Text=  AI.mode=; b3.Text=; UI.()  UI.() )
   b4.MouseButton1Click:(()  Theme.isDark  Theme.(); b4.Text=  Theme.(); b4.Text=  UI.() )
   UI.(); UI.()

 UI.()
     UI.frame   ; UI.frame.BackgroundColor3=Theme.c.bg; UI.frame:().BackgroundColor3=Theme.c.panel
    _,c  (UI.frame:())   c:()  c:()  c.TextColor3=Theme.c.txt ;  c:()  c.TextSize<  c.BackgroundColor3=Theme.c.acc; c.TextColor3=Theme.c.txt  

 UI.()
    p=(); UI.lbls.mode.Text=(Clone.active    AI.mode:())....(AI.paused    )
   UI.lbls.game.Text=..(p.name  ); UI.lbls.sess.Text=..#p.sess; UI.lbls.act.Text=..(p.totalActions  )
   UI.lbls.tok.Text=.((Tokens.cur/Tokens.max)*)..
    UI.bars.move  UI.bars.move.Text=.(p.conf.move).. ;  UI.bars.ui  UI.bars.ui.Text=.(p.conf.ui).. 





  isMobile 
   UserInput.InputBegan:((i,g)
       g   ;  k=i.KeyCode.Name
       k==Brain.cfg.keys.reclaim  (AI.mode==  Clone.active)  Clone.()
       k==Brain.cfg.keys.toggle   Observer.active  Observer.()  Observer.() 
       k==Brain.cfg.keys.ghost   Clone.active  Clone.()  Clone.() 
       k==Brain.cfg.keys.gui  UI.() 
   )

(() LocalPlayer.Chatted:((m)  p=m:():();  p[]~=   
    p[]==  Observer.()  p[]==  Observer.()
    p[]==  Clone.()  p[]==  Clone.()
    p[]==  AI.paused= AI.paused; UI.(AI.paused    )
    p[]==  (); UI.()
    p[]==  UI.(..math.(Tokens.cur)....Tokens.max)
    p[]==  Scanner.(); LogicSim.(); LogicSim.(); UI.()
    p[]==   c=;  _  (LogicSim.learned)  c+= ; UI.(..c)
    p[]==  UI.(..AI.mode....#().sess....math.(().conf.move)..)
    p[]==  UI.()
    ) )




 lt,ls,tk,vt=,,,
RunService.Heartbeat:((dt)
   tk+=dt; Tokens.(dt); Perf.()
    frameStart=.()
   
   vt+=dt;  vt>=Vision.interval  vt=
       char=LocalPlayer.Character;  char   hrp=char:();  cam=.CurrentCamera
          hrp  cam  Vision.(hrp.Position+.(,,), cam.CFrame.LookVector) 
      
      Scanner.(); LogicSim.()
   
   
   lt+=dt;  lt>=  Observer.active  lt=
       c=LocalPlayer.Character;  c   h=c:()
          h  (h.Position-Observer.lastPos).Magnitude> 
            Observer.lastPos=h.Position; Observer.(h.Position,)
            .(WM,{=,t=.()});  #WM>  .(WM,) 
            Macros.(); Anomaly.()
         
      
   
   
    Clone.active  Clone.(dt);  Clone.curious  Clone.(dt)  
   
    AI.mode==  AI.mode==  Ghost.() 
   
    tk%<dt  Urgency.(); Goals.() 
   
   ls+=dt;  ls>=  ls=; (); UI.() 
   
     Perf.(frameStart)  .() 
)




  ()
   (); Perf.()
    Brain.cfg.theme==  Theme.()  Theme.() 
   Tokens.max=Brain.cfg.tokens  ; UI.(); UI.()
   .(); UI.(..Perf.tier....math.(Tokens.cur)....Tokens.max)
   ()
   ()
; ()