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]=] local decodedKnowledge={}pcall(function()decodedKnowledge=HttpService:JSONDecode(PUBLISHED_KNOWLEDGE_JSON)end)local Knowledge={neighbors=decodedKnowledge,sessionRoundsLearned=0,}local function trimLearnedNeighbors(word)local map=Knowledge.neighbors[word]if type(map)~="table" then return end local arr={}for neighbor,weight in pairs(map)do table.insert(arr,{word=neighbor,weight=tonumber(weight)or 0,})end table.sort(arr,function(a,b)return a.weight>b.weight end)local keep=SETTINGS.LearnedNeighborsPerWord or 16 for i=keep+1,#arr do map[arr[i].word]=nil end end local function normalizeKnowledgeWord(word)if type(word)~="string" then return nil end word=word:lower()word=word:gsub("^%s+","")word=word:gsub("%s+$","")word=word:gsub("%s+"," ")if word=="" then return nil end return word end local function learnEdge(a,b,weight)a=normalizeKnowledgeWord(a)b=normalizeKnowledgeWord(b)if not a or not b or a==b then return end weight=math.max(1,math.min(255,math.floor((tonumber(weight)or 1)+0.5)))Knowledge.neighbors[a]=Knowledge.neighbors[a]or{}local old=tonumber(Knowledge.neighbors[a][b])or 0 Knowledge.neighbors[a][b]=math.min(255,old+weight)trimLearnedNeighbors(a)end local pendingSubmissions={}local function countTableKeys(tbl)local n=0 if type(tbl)=="table" then for _ in pairs(tbl)do n+=1 end end return n end local function markSubmission(word,score,reason)pendingSubmissions[word]={score=score,reason=reason,bestBeforeRank=state.bestRank~=math.huge and state.bestRank or nil,candidateMeta=state.candidateMeta[word],}end local function getSubmissionContext(word)local pending=pendingSubmissions[word]if not pending then return nil end pendingSubmissions[word]=nil return pending end local function dbg(...)if SETTINGS.Debug then print("[ContextoSolver]",...)end end local function normalizeWord(word)if type(word)~="string" then return nil end word=word:lower()word=word:gsub("^%s+","")word=word:gsub("%s+$","")word=word:gsub("%s+"," ")if word=="" then return nil end if#word>SETTINGS.MaxCandidateLength then return nil end return word end local function isReasonableCandidate(word)word=normalizeWord(word)if not word then return false end if not word:match("^[%a%s%'%-]+$")then return false end if SETTINGS.SingleWordOnly and word:find("%s")then return false end return true end local function rankPower(rank)rank=tonumber(rank)if not rank then return 0 end rank=math.max(rank,1)return 350000/(rank^0.53)end local clusters={}local wordClusters={}local function addCluster(name,words)local list={}for word in words:gmatch("[^,]+")do word=normalizeWord(word)if word then table.insert(list,word)wordClusters[word]=wordClusters[word]or{}table.insert(wordClusters[word],name)end end clusters[name]=list end addCluster("people","person,human,people,man,woman,boy,girl,child,adult,baby,friend,stranger,individual,someone,community,population")addCluster("family","family,parent,mother,father,mom,dad,brother,sister,son,daughter,child,grandmother,grandfather,uncle,aunt,cousin,relative")addCluster("social","friend,relationship,social,community,group,team,partner,couple,neighbor,society,crowd,conversation,meeting,party")addCluster("emotion","emotion,feeling,happy,sad,anger,fear,love,hate,joy,grief,anxiety,excited,calm,pride,shame,hope")addCluster("body","body,head,face,eye,ear,nose,mouth,hand,arm,leg,foot,heart,brain,blood,bone,skin,muscle")addCluster("health","health,medical,medicine,doctor,nurse,hospital,patient,disease,illness,sick,treatment,surgery,clinic,therapy,drug,pain")addCluster("food","food,meal,eat,cook,kitchen,bread,meat,fruit,vegetable,rice,cheese,egg,soup,salad,sugar,salt,dinner,lunch")addCluster("drink","drink,water,coffee,tea,milk,juice,soda,beverage,bottle,cup,glass,liquid,thirst")addCluster("animal","animal,dog,cat,bird,fish,horse,cow,pig,sheep,lion,tiger,bear,wolf,mouse,rabbit,insect,snake")addCluster("plant","plant,tree,flower,grass,forest,garden,leaf,root,seed,fruit,wood,bush,branch,nature,farm")addCluster("nature","nature,earth,land,water,air,fire,mountain,river,lake,ocean,sea,forest,desert,island,valley,rock,stone")addCluster("weather","weather,rain,snow,storm,wind,cloud,sun,sky,temperature,hot,cold,ice,thunder,lightning,fog")addCluster("geography","country,state,city,town,village,place,location,map,world,nation,continent,region,area,border,capital")addCluster("home","home,house,room,bedroom,kitchen,bathroom,door,window,wall,floor,roof,bed,chair,table,furniture")addCluster("building","building,house,school,hospital,office,store,shop,hotel,restaurant,church,tower,bridge,station,factory,warehouse")addCluster("transport","transport,travel,car,truck,bus,train,plane,airplane,boat,ship,bicycle,bike,road,street,vehicle,driver,airport")addCluster("technology","technology,computer,phone,machine,device,electronic,software,hardware,robot,digital,screen,data,program,code,system")addCluster("internet","internet,website,web,online,network,server,computer,email,message,social,account,password,search,application")addCluster("science","science,research,experiment,physics,chemistry,biology,scientist,laboratory,theory,evidence,energy,matter,atom,cell")addCluster("math","math,mathematics,number,count,calculate,equation,formula,geometry,algebra,addition,division,measurement,value")addCluster("education","education,school,student,teacher,class,lesson,study,learn,book,university,college,exam,test,homework,knowledge")addCluster("language","language,word,sentence,text,speech,speak,talk,write,read,letter,meaning,name,English,grammar,translation")addCluster("art","art,artist,painting,drawing,picture,image,design,color,creative,canvas,photography,sculpture,museum")addCluster("music","music,song,sound,audio,singer,band,instrument,guitar,piano,drum,concert,melody,rhythm,voice")addCluster("film","movie,film,cinema,television,show,actor,actress,video,camera,scene,story,director,character,episode")addCluster("sport","sport,game,player,team,ball,football,basketball,baseball,soccer,tennis,race,run,coach,score,competition")addCluster("work","work,job,career,worker,employee,boss,office,company,business,labor,profession,task,manager,industry")addCluster("money","money,cash,dollar,coin,bank,pay,price,cost,buy,sell,market,economy,wealth,rich,poor,finance")addCluster("law","law,legal,court,judge,lawyer,crime,police,criminal,rule,justice,prison,case,government,rights")addCluster("government","government,politics,president,leader,state,country,election,vote,party,law,senate,congress,minister,power")addCluster("war","war,military,army,soldier,weapon,battle,fight,gun,attack,defense,enemy,peace,navy,airforce")addCluster("religion","religion,god,church,faith,belief,prayer,holy,spirit,christian,temple,worship,heaven")addCluster("time","time,day,night,morning,evening,hour,minute,second,week,month,year,today,tomorrow,yesterday,age,history")addCluster("space","space,planet,earth,sun,moon,star,galaxy,universe,astronomy,rocket,orbit,sky,solar")addCluster("color","color,red,blue,green,yellow,black,white,purple,pink,orange,brown,gray,dark,light")addCluster("shape","shape,line,circle,square,triangle,rectangle,point,round,flat,curve,edge,angle,size")addCluster("material","material,wood,metal,plastic,glass,paper,stone,steel,iron,gold,silver,cotton,fabric,rubber")addCluster("clothing","clothes,clothing,shirt,pants,dress,shoe,hat,jacket,coat,sock,wear,fashion,fabric")addCluster("tools","tool,hammer,knife,saw,drill,screw,weapon,machine,equipment,device,instrument,handle,blade")addCluster("objects","object,thing,item,stuff,box,container,bottle,bag,book,paper,table,chair,tool,machine")addCluster("communication","communication,talk,speak,speech,conversation,message,email,phone,letter,write,read,listen,voice,question,answer")addCluster("movement","move,movement,walk,run,jump,fly,swim,drive,travel,go,come,fall,rise,turn,stop")addCluster("action","action,do,make,create,build,break,open,close,start,stop,use,give,take,change,help,work")addCluster("size","size,big,small,large,tiny,long,short,high,low,wide,narrow,heavy,light,giant")addCluster("quantity","number,amount,many,few,more,less,total,count,all,some,part,whole,half,double")addCluster("seating","seat,chair,stool,bench,furniture,wood,metal,plastic,kitchen,bathroom")addCluster("denim","denim,jeans,pants,shirt,clothing,clothes,cotton,fabric,material,textile")addCluster("bags","bag,backpack,rucksack,satchel,pack,container,pouch,luggage,jacket,clothing")addCluster("optics","lens,lense,glasses,spectacle,eyeglass,camera,eye,vision,optical,glass,plastic,film")addCluster("sauces","gravy,sauce,broth,soup,food,meal,dinner,meat,kitchen,cooking,cooked,dish")addCluster("bird_sounds","quack,duck,call,beak,bill,bird,honk,hoot,chirp,squawk,cackle,goose")addCluster("waterfowl","swan,duck,goose,bird,feather,egg,nest,beak,water,pond,lake,fowl")addCluster("land_parcel","parcel,plot,lot,tract,land,property,boundary,estate,acre,acreage,field,farm,fence")addCluster("retail_food","supermarket,grocery,grocer,store,shop,market,food,vegetable,produce,aisle,checkout,cart")addCluster("predators","fox,wolf,coyote,predator,prey,hunt,hunter,hound,animal,tail,fur,forest,chicken")addCluster("storage_furniture","drawer,cabinet,cupboard,dresser,desk,furniture,kitchen,bedroom,wood,handle,storage")addCluster("songbirds","canary,finch,sparrow,bird,songbird,cage,feather,wing,beak,yellow,sing")addCluster("professions","farmer,hairdresser,barber,stylist,worker,job,trade,tradesman,merchant,mechanic,plumber,gardener")addCluster("vehicles_heavy","tractor,truck,lorry,wagon,vehicle,car,motor,driver,farm,metal,wheel,engine")addCluster("hygiene","deodorant,antiperspirant,perfume,spray,scent,odor,smell,body,skin,bottle,hygiene,toiletry")addCluster("sleeping_furniture","cradle,crib,bassinet,bed,mattress,bedroom,furniture,cot,child,baby")addCluster("lower_limb","ankle,foot,heel,leg,toe,shin,knee,body,skin,joint,bone")addCluster("reptiles","alligator,crocodile,reptile,lizard,snake,animal,river,swamp,water,predator")addCluster("keeper_roles","keeper,guard,caretaker,warden,goalkeeper,watchman,person,job,worker,protect,guardian")addCluster("holes","pit,hole,well,pool,trench,crater,ditch,cavity,shaft,ground,rock,wall,water")local broadSeeds={"person","place","object","animal","food","water","work","home","nature","technology","emotion","body","health","money","science","school","language","music","sport","government","time","space","vehicle","building","plant","material","action","communication","family","game","book","computer","city","world","life","power","energy","system","group","change",}local function getFocusAnchorLimit()if state.bestRank==math.huge or state.bestRank>SETTINGS.FocusLockRank then return nil end if state.bestRank<=SETTINGS.FocusUltraRank then return math.max(SETTINGS.FocusUltraMinAnchorRank,state.bestRank*SETTINGS.FocusUltraAnchorMultiplier)end if state.bestRank<=SETTINGS.FocusHardRank then return math.max(SETTINGS.FocusHardMinAnchorRank,state.bestRank*SETTINGS.FocusHardAnchorMultiplier)end return math.max(SETTINGS.FocusWarmMinAnchorRank,state.bestRank*SETTINGS.FocusWarmAnchorMultiplier)end local function getBridgeAnchorLimit()if state.bestRank==math.huge or state.bestRank>SETTINGS.FocusLockRank then return nil end if state.bestRank<=SETTINGS.FocusUltraRank then return SETTINGS.BridgeUltraRank end if state.bestRank<=SETTINGS.FocusHardRank then return SETTINGS.BridgeHardRank end return SETTINGS.BridgeWarmRank end local function isFocusActive()return state.bestRank~=math.huge and state.bestRank<=SETTINGS.FocusLockRank end local function candidateLane(reason)reason=tostring(reason or "")if reason:sub(1,9)=="semantic:" then return "bridge" end if reason:sub(1,8)=="learned:" then return "bridge" end if reason=="broad probe" then return "broad" end return "core" end local function getCandidateAnchorLimit(reason)if not isFocusActive()then return nil end local lane=candidateLane(reason)if lane=="bridge" then return getBridgeAnchorLimit()end if lane=="broad" then return 0 end return getFocusAnchorLimit()end local function getBranchMultiplier(reason)reason=tostring(reason or "")if reason:sub(1,8)=="learned:" then return 1.55 end local stats=state.branchStats[reason]if not stats or stats.n==0 then return 1 end local goodRatio=stats.good/math.max(stats.n,1)local hotRatio=stats.hot/math.max(stats.n,1)local multiplier=(1+goodRatio*2.3+hotRatio*3.5)/(1+stats.miss*0.24)if reason:sub(1,6)=="local:" then local hardMisses=SETTINGS.BranchLocalHardMisses if state.bestRank~=math.huge and state.bestRank<=SETTINGS.FinishModeRank then hardMisses=math.min(hardMisses,2)end if stats.n>=2 and stats.miss>=hardMisses and goodRatioallowedLimit then return end end local oldScore=state.candidateScores[word]local meta=state.candidateMeta[word]local isSemantic=tostring(reason or ""):sub(1,9)=="semantic:" if not meta then meta={anchorWord=anchorWord,anchorRank=anchorRank,generatedAtBestRank=state.bestRank~=math.huge and state.bestRank or nil,reason=reason,lane=candidateLane(reason),supportAnchors={},supportCount=0,semanticSupportCount=0,bestSemanticPosition=semanticPosition,}state.candidateMeta[word]=meta end local newAnchorEvidence=false local improvedSemanticPosition=false if anchorWord then if not meta.supportAnchors[anchorWord]then meta.supportAnchors[anchorWord]=true meta.supportCount+=1 newAnchorEvidence=true if isSemantic then meta.semanticSupportCount+=1 end end if not meta.anchorRank or(anchorRank and anchorRank=oldScore then state.candidateReasons[word]=reason meta.reason=reason meta.lane=candidateLane(reason)end end local function pruneFocusQueue(trigger)if not isFocusActive()then state.focusActive=false return 0 end local removed=0 for word in pairs(state.candidateScores)do local meta=state.candidateMeta[word]local reason=meta and meta.reason or state.candidateReasons[word]local anchorRank=meta and tonumber(meta.anchorRank)or nil local allowedLimit=getCandidateAnchorLimit(reason)if allowedLimit and(allowedLimit<=0 or not anchorRank or anchorRank>allowedLimit)then state.candidateScores[word]=nil state.candidateReasons[word]=nil state.candidateMeta[word]=nil removed+=1 end end local entering=not state.focusActive state.focusActive=true if entering or removed>0 then end return removed end local function getSemanticPositionMultiplier(position)position=tonumber(position)if not position then return 1 end if position<=1 then return SETTINGS.SemanticTop1Boost elseif position<=2 then return SETTINGS.SemanticTop2Boost elseif position<=3 then return SETTINGS.SemanticTop3Boost elseif position<=5 then return SETTINGS.SemanticTop5Boost elseif position<=10 then return SETTINGS.SemanticTop10Boost end return 1 end local function popBestCandidate()local bestWord local bestScore=-math.huge local finishMode=state.bestRank~=math.huge and state.bestRank<=SETTINGS.FinishModeRank local criticalMode=state.bestRank~=math.huge and state.bestRank<=SETTINGS.CriticalFinishRank for word,score in pairs(state.candidateScores)do local invalid=state.seenWords[word]or state.submitted[word]or state.rejected[word]local meta=state.candidateMeta[word]local reason=meta and meta.reason or state.candidateReasons[word]if not invalid and isFocusActive()then local anchorRank=meta and tonumber(meta.anchorRank)or nil local allowedLimit=getCandidateAnchorLimit(reason)if allowedLimit and(allowedLimit<=0 or not anchorRank or anchorRank>allowedLimit)then invalid=true end end if invalid then state.candidateScores[word]=nil state.candidateReasons[word]=nil state.candidateMeta[word]=nil else local effectiveScore=score*getBranchMultiplier(reason)local reasonText=tostring(reason or "")local isSemantic=reasonText:sub(1,9)=="semantic:" local isLearned=reasonText:sub(1,8)=="learned:" local isLocal=reasonText:sub(1,6)=="local:" if isFocusActive()and meta and meta.anchorRank then local allowedLimit=getCandidateAnchorLimit(reason)or getFocusAnchorLimit()or SETTINGS.FocusLockRank local closeness=allowedLimit/math.max(tonumber(meta.anchorRank)or allowedLimit,1)effectiveScore=effectiveScore*(1+math.min(closeness^0.30,2.6))end if isSemantic and meta then effectiveScore*=getSemanticPositionMultiplier(meta.bestSemanticPosition)local support=tonumber(meta.semanticSupportCount)or 0 if support>1 then local consensus=1+math.min((support-1)*SETTINGS.SemanticConsensusBonus,SETTINGS.MaxConsensusMultiplier-1)effectiveScore*=consensus end end if finishMode then if isSemantic then effectiveScore*=criticalMode and SETTINGS.CriticalSemanticBoost or SETTINGS.FinishSemanticBoost elseif isLearned then effectiveScore*=criticalMode and SETTINGS.CriticalLearnedBoost or SETTINGS.FinishLearnedBoost elseif isLocal then effectiveScore*=criticalMode and SETTINGS.CriticalLocalPenalty or SETTINGS.FinishLocalPenalty end elseif isLearned then effectiveScore*=1.12 end if effectiveScore>bestScore then bestScore=effectiveScore bestWord=word end end end if bestWord then state.candidateScores[bestWord]=nil end return bestWord,bestScore end local function seedBroadCandidates()for i,word in ipairs(broadSeeds)do queueCandidate(word,5000-i*10,"broad probe",nil,nil)end end local function rebuildAnchors()local list={}for word,rank in pairs(state.observations)do table.insert(list,{word=word,rank=rank,})end table.sort(list,function(a,b)return a.rankSETTINGS.MaxAnchors do table.remove(list)end state.anchors=list end local function getTopicWords(exclude)local topics={}for _,anchor in ipairs(state.anchors)do if anchor.word~=exclude then table.insert(topics,anchor.word)if#topics>=5 then break end end end return topics end local function expandLocal(word,rank)local names=wordClusters[word]if not names then return end local baseScore=rankPower(rank)for _,clusterName in ipairs(names)do local oldHeat=state.clusterHeat[clusterName]or 0 state.clusterHeat[clusterName]=oldHeat+(1/math.sqrt(math.max(rank,1)))local cluster=clusters[clusterName]if cluster then for i,candidate in ipairs(cluster)do if candidate~=word then local positionBoost=1+((#cluster-i)/math.max(#cluster,1))*0.15 local heatBoost=1+math.min(state.clusterHeat[clusterName]*4,2)queueCandidate(candidate,baseScore*0.72*positionBoost*heatBoost,"local:"..clusterName..":"..word,word,rank)end end end end end local function expandLearned(word,rank)rank=tonumber(rank)if not rank then return end local activationLimit if isFocusActive()then activationLimit=math.min(getBridgeAnchorLimit()or SETTINGS.LearnedFocusActivationRank,SETTINGS.LearnedFocusActivationRank)else activationLimit=SETTINGS.LearnedActivationRank end if rank>activationLimit then return end local neighbors=Knowledge.neighbors[word]if type(neighbors)~="table" then return end local base=rankPower(rank)for neighbor,weight in pairs(neighbors)do if isReasonableCandidate(neighbor)then local learnedBoost=1.30+math.min((tonumber(weight)or 0)/70,2.4)queueCandidate(neighbor,base*learnedBoost,"learned:"..word,word,rank)end end end local requestFunction=(syn and syn.request)or http_request or request local function httpGet(url)if requestFunction then local ok,response=pcall(function()return requestFunction({Url=url,Method="GET",Headers={["Accept"]="application/json"}})end)if ok and response then local status=tonumber(response.StatusCode)or tonumber(response.Status)if not status or(status>=200 and status<300)then return response.Body end end end local ok,body=pcall(function()return game:HttpGet(url)end)if ok then return body end return nil end local function decodeJSON(body)if type(body)~="string" then return nil end local ok,data=pcall(function()return HttpService:JSONDecode(body)end)if ok and type(data)=="table" then return data end return nil end local function queryDatamuseURL(url)local body=httpGet(url)if not body then return nil end return decodeJSON(body)end local function addWebResults(results,anchorWord,rank,multiplier,queryType)if type(results)~="table" then return end local base=rankPower(rank)*multiplier for i,result in ipairs(results)do local word=result.word if isReasonableCandidate(word)then local ordering=0.72+(0.58/(math.max(i,1)^0.62))queueCandidate(word,base*ordering,"semantic:"..(queryType or "ml")..":"..anchorWord,anchorWord,rank,i)end end end local function webExpand(anchorWord,rank)if not SETTINGS.UseWebSemanticExpansion then return end if state.webQueryCount>=SETTINGS.MaxWebQueriesPerRound then return end local topics=getTopicWords(anchorWord)local contextSignature=table.concat(topics,",")local queryKey=anchorWord..":"..tostring(rank<=SETTINGS.DeepExpansionRank)..":"..contextSignature if state.queriedThisRound[queryKey]then return end state.queriedThisRound[queryKey]=true task.spawn(function()local encoded=HttpService:UrlEncode(anchorWord)if state.webQueryCount=SETTINGS.MaxWebQueriesPerRound then break end state.webQueryCount+=1 local relationCode=relation[1]local multiplier=relation[2]local url="https://api.datamuse.com/words?rel_"..relationCode.."="..encoded.."&max=30" local results=semanticCache[url]if not results then results=queryDatamuseURL(url)if results then semanticCache[url]=results end end if results then addWebResults(results,anchorWord,rank,multiplier,"relation_"..relationCode)else end end end end)end local function getFocusContextSignature()local parts={}local bridgeLimit=getBridgeAnchorLimit()or SETTINGS.FocusLockRank for i=1,math.min(SETTINGS.BridgeTopAnchorCount,#state.anchors)do local anchor=state.anchors[i]if anchor.rank<=bridgeLimit then parts[#parts+1]=anchor.word..":"..tostring(math.floor(anchor.rank))end end return table.concat(parts,"|")end local function refreshFocusNeighborhood(trigger,force)local coreLimit=getFocusAnchorLimit()local bridgeLimit=getBridgeAnchorLimit()if not coreLimit then return false end local signature=getFocusContextSignature()local guessGap=state.totalOwnGuesses-(state.lastFocusRefreshGuess or-999)if not force then if signature==state.lastFocusRefreshSignature or guessGapcoreLimit and bridgeLimit and anchor.rank<=bridgeLimit then bridgeCount+=1 expanded[#expanded+1]={word=anchor.word,rank=anchor.rank,lane="bridge",}expandLearned(anchor.word,anchor.rank)if SETTINGS.UseWebSemanticExpansion then webExpand(anchor.word,anchor.rank)end if bridgeCount>=SETTINGS.BridgeTopAnchorCount then break end end end local afterCount=countTableKeys(state.candidateScores)state.status="FOCUS #"..tostring(state.bestRank).." — "..string.upper(tostring(state.bestWord or ""))return afterCount>beforeCount end local oldGui pcall(function()oldGui=CoreGui:FindFirstChild("ContextoSmartSolverUI")end)if not oldGui then oldGui=PlayerGui:FindFirstChild("ContextoSmartSolverUI")end if oldGui then oldGui:Destroy()end local ScreenGui=Instance.new("ScreenGui")ScreenGui.Name="ContextoSmartSolverUI" ScreenGui.ResetOnSpawn=false ScreenGui.ZIndexBehavior=Enum.ZIndexBehavior.Sibling local guiParent=PlayerGui pcall(function()if gethui then guiParent=gethui()else guiParent=CoreGui end end)local parented=pcall(function()ScreenGui.Parent=guiParent end)if not parented then ScreenGui.Parent=PlayerGui end local Main=Instance.new("Frame")Main.Name="Main" Main.Size=UDim2.fromOffset(310,190)Main.Position=UDim2.new(0.5,-155,0.22,0)Main.BackgroundColor3=Color3.fromRGB(20,22,28)Main.BorderSizePixel=0 Main.Parent=ScreenGui local Corner=Instance.new("UICorner")Corner.CornerRadius=UDim.new(0,10)Corner.Parent=Main local Stroke=Instance.new("UIStroke")Stroke.Color=Color3.fromRGB(63,68,83)Stroke.Thickness=1 Stroke.Parent=Main local Header=Instance.new("Frame")Header.Name="Header" Header.Size=UDim2.new(1,0,0,38)Header.BackgroundTransparency=1 Header.Parent=Main local Title=Instance.new("TextLabel")Title.Size=UDim2.new(1,-72,1,0)Title.Position=UDim2.fromOffset(12,0)Title.BackgroundTransparency=1 Title.Text="Contexto Solver" Title.TextColor3=Color3.fromRGB(238,240,245)Title.TextSize=15 Title.Font=Enum.Font.GothamBold Title.TextXAlignment=Enum.TextXAlignment.Left Title.Parent=Header local Minimize=Instance.new("TextButton")Minimize.Size=UDim2.fromOffset(26,26)Minimize.Position=UDim2.new(1,-61,0,6)Minimize.BackgroundColor3=Color3.fromRGB(35,38,47)Minimize.BorderSizePixel=0 Minimize.Text="—" Minimize.TextColor3=Color3.fromRGB(210,214,225)Minimize.TextSize=15 Minimize.Font=Enum.Font.GothamBold Minimize.Parent=Header local MinCorner=Instance.new("UICorner")MinCorner.CornerRadius=UDim.new(0,6)MinCorner.Parent=Minimize local Close=Instance.new("TextButton")Close.Size=UDim2.fromOffset(26,26)Close.Position=UDim2.new(1,-32,0,6)Close.BackgroundColor3=Color3.fromRGB(48,32,36)Close.BorderSizePixel=0 Close.Text="×" Close.TextColor3=Color3.fromRGB(255,155,165)Close.TextSize=17 Close.Font=Enum.Font.GothamBold Close.Parent=Header local CloseCorner=Instance.new("UICorner")CloseCorner.CornerRadius=UDim.new(0,6)CloseCorner.Parent=Close local Toggle=Instance.new("TextButton")Toggle.Size=UDim2.new(1,-20,0,42)Toggle.Position=UDim2.fromOffset(10,42)Toggle.BackgroundColor3=Color3.fromRGB(74,43,46)Toggle.BorderSizePixel=0 Toggle.Text="AUTO SOLVER: OFF" Toggle.TextColor3=Color3.fromRGB(255,225,228)Toggle.TextSize=14 Toggle.Font=Enum.Font.GothamBold Toggle.Parent=Main local ToggleCorner=Instance.new("UICorner")ToggleCorner.CornerRadius=UDim.new(0,8)ToggleCorner.Parent=Toggle local BestLabel=Instance.new("TextLabel")BestLabel.Size=UDim2.new(1,-20,0,22)BestLabel.Position=UDim2.fromOffset(12,91)BestLabel.BackgroundTransparency=1 BestLabel.Text="Best: —" BestLabel.TextColor3=Color3.fromRGB(235,235,240)BestLabel.TextSize=13 BestLabel.Font=Enum.Font.GothamMedium BestLabel.TextXAlignment=Enum.TextXAlignment.Left BestLabel.Parent=Main local LastLabel=Instance.new("TextLabel")LastLabel.Size=UDim2.new(1,-20,0,22)LastLabel.Position=UDim2.fromOffset(12,114)LastLabel.BackgroundTransparency=1 LastLabel.Text="Last: —" LastLabel.TextColor3=Color3.fromRGB(180,185,198)LastLabel.TextSize=12 LastLabel.Font=Enum.Font.Gotham LastLabel.TextXAlignment=Enum.TextXAlignment.Left LastLabel.Parent=Main local StatusLabel=Instance.new("TextLabel")StatusLabel.Size=UDim2.new(1,-20,0,20)StatusLabel.Position=UDim2.fromOffset(12,138)StatusLabel.BackgroundTransparency=1 StatusLabel.Text="Ready" StatusLabel.TextColor3=Color3.fromRGB(130,200,255)StatusLabel.TextSize=11 StatusLabel.Font=Enum.Font.Gotham StatusLabel.TextXAlignment=Enum.TextXAlignment.Left StatusLabel.Parent=Main local StatsLabel=Instance.new("TextLabel")StatsLabel.Size=UDim2.new(1,-20,0,18)StatsLabel.Position=UDim2.fromOffset(12,160)StatsLabel.BackgroundTransparency=1 StatsLabel.Text="0 | 0" StatsLabel.TextColor3=Color3.fromRGB(125,130,145)StatsLabel.TextSize=10 StatsLabel.Font=Enum.Font.Gotham StatsLabel.TextXAlignment=Enum.TextXAlignment.Left StatsLabel.Parent=Main local minimized=false local function refreshGUI()if not ScreenGui.Parent then return end if state.enabled then Toggle.Text="AUTO SOLVER: ON" Toggle.BackgroundColor3=Color3.fromRGB(38,105,69)Toggle.TextColor3=Color3.fromRGB(220,255,232)else Toggle.Text="AUTO SOLVER: OFF" Toggle.BackgroundColor3=Color3.fromRGB(74,43,46)Toggle.TextColor3=Color3.fromRGB(255,225,228)end if state.bestWord and state.bestRankSETTINGS.FocusLockRank then state.focusMissStreak+=1 if state.focusMissStreak>=SETTINGS.FocusMissReset then state.focusMissStreak=0 refreshFocusNeighborhood("red_miss_streak",true)end else state.focusMissStreak=0 end end if resultWord and data.rank then observe(resultWord,data.rank,"self")end end)connect(HintResult.OnClientEvent,function(data)if type(data)~="table" then return end if data.success and data.word and data.rank then observe(data.word,data.rank,"server hint")end end)connect(NewRound.OnClientEvent,function(data)data=type(data)=="table" and data or{}pendingSubmissions={}resetRound(data.existingGuesses)end)local function learnCompletedRound(secretWord)secretWord=normalizeWord(secretWord)if not secretWord then return end local ranked={}for word,rank in pairs(state.observations)do rank=tonumber(rank)if word~=secretWord and rank and rank<=SETTINGS.LearnedObservationRank then table.insert(ranked,{word=word,rank=rank,})end end table.sort(ranked,function(a,b)return a.rank0 then state.status="Expand" for _,anchor in ipairs(state.anchors)do expandLearned(anchor.word,anchor.rank)expandLocal(anchor.word,anchor.rank)if anchor.rank<=SETTINGS.WebExpansionRank then webExpand(anchor.word,anchor.rank)end end else seedBroadCandidates()end refreshGUI()task.wait(0.40)continue end state.lastEmptyFocusSignature=nil state.submitted[word]=true state.lastSubmitted=word state.totalOwnGuesses+=1 local reason=state.candidateReasons[word]or "candidate" state.candidateReasons[word]=nil state.status="Guessing: "..string.upper(word).." ["..reason.."]" refreshGUI()dbg("Submitting",word,"score",score,"reason",reason)markSubmission(word,score,reason)state.candidateReasons[word]=nil state.candidateMeta[word]=nil SubmitGuess:FireServer(word)state.nextAllowedGuess=os.clock()+SETTINGS.GuessDelay end end)Controller.Version=SETTINGS.SolverVersion Controller.State=state function Controller.Destroy()alive=false state.enabled=false for _,connection in ipairs(connections)do pcall(function()connection:Disconnect()end)end table.clear(connections)pcall(function()ScreenGui:Destroy()end)if ENV.ContextoSmartSolver==Controller then ENV.ContextoSmartSolver=nil end end connect(Close.MouseButton1Click,function()Controller.Destroy()end)seedBroadCandidates()refreshGUI()print("v2 ".."anti-idle active")