ROAi

 TweenService = :()
 UserInputService = :()
 RunService = :()
 HttpService = :()




 MODEL_PRESETS = {
    [] = {
        input = ,
        hidden = ,
        output = ,
        learning_rate = ,
        description = 
    },
    [] = {
        input = ,
        hidden = ,
        output = ,
        learning_rate = ,
        description = 
    },
    [] = {
        input = ,
        hidden = ,
        output = ,
        learning_rate = ,
        description = 
    },
    [] = {
        input = ,
        hidden = ,
        output = ,
        learning_rate = ,
        description = 
    },
    [] = {
        input = ,
        hidden = ,
        output = ,
        learning_rate = ,
        description = 
    },
    [] = {
        input = ,
        hidden = ,
        output = ,
        learning_rate = ,
        description = 
    }
}

 KNOWLEDGE_BASE = {
    greetings = {
        ,
        ,
        ,
        
    },
    farewells = {
        ,
        ,
        ,
        
    },
    positive_responses = {
        ,
        ,
        ,
        ,
        
    },
    negative_responses = {
        ,
        ,
        ,
        
    },
    questions = {
        ,
        ,
        ,
        ,
        
    },
    topics = {
         = {, , },
        coding = {, , },
        weather = {, , },
        food = {, , },
        music = {, , }
    }
}

 CURRENT_MODEL_NAME = 
 INPUT_SIZE = 
 HIDDEN_SIZE = 
 OUTPUT_SIZE = 
 INITIAL_LEARNING_RATE = 
 TARGET_PARAMETER_COUNT = 

  ()
     (INPUT_SIZE * HIDDEN_SIZE) + HIDDEN_SIZE + (HIDDEN_SIZE * OUTPUT_SIZE) + OUTPUT_SIZE


TARGET_PARAMETER_COUNT = ()

 PARAMETERS = {}
 current_learning_rate = INITIAL_LEARNING_RATE
 last_input_features = {}
 last_output_activation = 
 conversation_context = {}
 CONVERSATIONAL_MODE = 
 INPUT_PARSING_PASSED = 

 ChatSessions = {}
 CurrentSessionName = 
 session_counter = 
 lastSaveTime = 
 lastReturnSession = 
 SAVE_FILE_NAME = 

 W1_START = 
 B1_START = 
 W2_START = 
 B2_INDEX = 

  ()
    W1_START = 
    B1_START = (INPUT_SIZE * HIDDEN_SIZE) + 
    W2_START = B1_START + HIDDEN_SIZE
    B2_INDEX = W2_START + HIDDEN_SIZE


()




 GRAMMAR_PATTERNS = {
    {, , , , , , , },
    {, , , , , , },
    {, , , , , },
    {, , , , , , , },
    {, , , , , , },
    {, , , , , , , },
    {, , , },
    {, , },
    {, },
    {, }
}

  (text)
     t = text:()
     positive_score = 
     negative_score = 
    
     positive_words = {, , , , , , , 
                           , , , , , , }
     _, word  (positive_words) 
         t:(word)  positive_score = positive_score +  
    
    
     negative_words = {, , , , , , ,
                           , , , , }
     _, word  (negative_words) 
         t:(word)  negative_score = negative_score +  
    
    
     positive_score - negative_score


  (text)
     t = text:()
    
     t:()  t:()  t:() 
         
     t:()  t:()  t:() 
         
     t:()  t:()  t:() 
         
     t:()  t:()  t:() 
         
     t:()  t:()  t:() 
         
    
    
     


  (text)
     t = text:()
     greetings = {, , , , , , }
     _, greeting  (greetings) 
         t:( .. greeting)  t:( .. greeting) 
             
        
    
     


  (text)
     t = text:()
     farewells = {, , , , , , }
     _, farewell  (farewells) 
         t:(farewell) 
             
        
    
     


  (text)
     text:()  text:():()  text:():()  
           text:():()  text:():()  text:():() 
           text:():()  text:():()  text:():()


  (text)
     t = text:()
     words = {}
     word  t:() 
        .(words, word)
    
    
     features = {}
     maxFeatures = .(INPUT_SIZE, )
    
    features[] = .(#words, ) / 
    features[] = (text) / 
    features[] = (text)    
    features[] = (text)    
    features[] = (text)    
    features[] = (text:()    )
    
     topic = (text)
    features[] = (topic == )    
    features[] = (topic == )    
    features[] = (topic == )    
    features[] = (topic == )    
    features[] = (topic == )    
    
     important_words = {, , , , , , , , , ,
                            , , , , , , , , , }
    
     featureIndex = 
     _, word  (important_words) 
         featureIndex > maxFeatures   
        features[featureIndex] = (t:( .. word .. )    )
        featureIndex = featureIndex + 
    
    
     grammarIndex = 
     _, patternGroup  (GRAMMAR_PATTERNS) 
         _, pattern  (patternGroup) 
             featureIndex > maxFeatures   
             found = 
             _, word  (words) 
                 word == pattern 
                    found = 
                    
                
            
            features[featureIndex] = found    
            featureIndex = featureIndex + 
        
         featureIndex > maxFeatures   
    
    
     #conversation_context >  
         featureIndex <= maxFeatures 
            features[featureIndex] = #conversation_context / 
            featureIndex = featureIndex + 
        
    
    
     #features < INPUT_SIZE 
        .(features, )
    
    
     features





  (params)
     encoded = 
     i = , #params 
         val = params[i]
         compressed = .(, val)
        encoded = encoded .. compressed
         i < #params  encoded = encoded ..  
    
     encoded


  (encoded)
     params = {}
     index = 
     num_str  encoded:() 
        params[index] = (num_str)  
        index = index + 
    
     params


  (modelName)
     config = MODEL_PRESETS[modelName]
      config    
     .(, config.input, config.hidden, config.output, config.learning_rate)


  ()
     export = 
    export = export .. CURRENT_MODEL_NAME .. 
    export = export .. (CURRENT_MODEL_NAME) .. 
    
     sessionName, sessionData  (ChatSessions) 
        export = export ..  .. sessionName .. 
        export = export ..  .. (sessionData.model  CURRENT_MODEL_NAME) .. 
        export = export ..  .. (sessionData.params  PARAMETERS) .. 
        export = export ..  .. #sessionData.messages .. 
         _, msg  (sessionData.messages) 
             cleanMsg = msg.text:(, ):(, )
            export = export .. msg.sender ..  .. cleanMsg .. 
        
    
    
     export


  (importStr)
     parts = importStr:()
     parts[] ~=  
         , 
    
    
    ChatSessions = {}
    
     i = 
     i <= #parts 
         parts[i]:() 
             sessionName = parts[i]:()
            i = i + 
            
             i <= #parts  parts[i]:() 
                 sessModelName = parts[i]:()
                i = i + 
                
                 i <= #parts  parts[i]:() 
                     paramStr = parts[i]:()
                     params = (paramStr)
                    i = i + 
                    
                     i <= #parts  parts[i]:() 
                         msgCount = (parts[i]:())
                        i = i + 
                        
                         messages = {}
                         j = , msgCount 
                             i <= #parts 
                                 msgParts = parts[i]:()
                                 #msgParts >=  
                                    .(messages, {
                                        sender = msgParts[],
                                        text = msgParts[]:(, ):(, ),
                                        isAI = msgParts[] == 
                                    })
                                
                                i = i + 
                            
                        
                        
                        ChatSessions[sessionName] = {
                            messages = messages,
                            params = params,
                            model = sessModelName
                        }
                    
                
            
        
            i = i + 
        
    
    
     , 


  ()
     saveData = ()
    (SAVE_FILE_NAME, saveData)
    lastSaveTime = .()
     


  ()
      (SAVE_FILE_NAME) 
         , 
    
    
     saveData = (SAVE_FILE_NAME)
     (saveData)





  (original)
     copy = {}
     k, v  (original) 
        copy[k] = v
    
     copy


  ()
     rand = Random.()
     parameters = {}
     i = , TARGET_PARAMETER_COUNT 
        parameters[i] = (rand:() *  - ) * 
    
     parameters


  (x) 
      / ( + .(-.(.(x, -), )))


  (x) 
     x * ( - x) 


  (input_vector)
    last_input_features = input_vector
     hidden_outputs = {}
    
     j = , HIDDEN_SIZE 
         sum = 
         i = , INPUT_SIZE 
             idx = W1_START + (j - ) * INPUT_SIZE + (i - )
             PARAMETERS[idx] 
                sum = sum + input_vector[i] * PARAMETERS[idx]
            
        
         PARAMETERS[B1_START + j - ] 
            sum = sum + PARAMETERS[B1_START + j - ]
        
        hidden_outputs[j] = (sum)
    
    
     output_sum = 
     j = , HIDDEN_SIZE 
         PARAMETERS[W2_START + j - ] 
            output_sum = output_sum + hidden_outputs[j] * PARAMETERS[W2_START + j - ]
        
    
     PARAMETERS[B2_INDEX] 
        output_sum = output_sum + PARAMETERS[B2_INDEX]
    
    
    last_output_activation = (output_sum)
     last_output_activation, hidden_outputs


  (target_output, hidden_outputs)
     predicted = last_output_activation
      = target_output - predicted
    
     .() <     
    
     cost =  * ( ^ )
     delta_output =  * (predicted)
    
     j = , HIDDEN_SIZE 
         w_idx = W2_START + j - 
         PARAMETERS[w_idx] 
            PARAMETERS[w_idx] = PARAMETERS[w_idx] + current_learning_rate * delta_output * hidden_outputs[j]
        
    
     PARAMETERS[B2_INDEX] 
        PARAMETERS[B2_INDEX] = PARAMETERS[B2_INDEX] + current_learning_rate * delta_output
    
    
     j = , HIDDEN_SIZE 
         error_at_node = (PARAMETERS[W2_START + j - ]  ) * delta_output
         hidden_delta = error_at_node * (hidden_outputs[j])
        
         i = , INPUT_SIZE 
             w1_idx = W1_START + (j - ) * INPUT_SIZE + (i - )
             PARAMETERS[w1_idx] 
                PARAMETERS[w1_idx] = PARAMETERS[w1_idx] + current_learning_rate * hidden_delta * last_input_features[i]
            
        
        
         b_idx = B1_START + j - 
         PARAMETERS[b_idx] 
            PARAMETERS[b_idx] = PARAMETERS[b_idx] + current_learning_rate * hidden_delta
        
    
    
     .(, cost)


  (confidence)
     confidence >=  
         , .(, , )
     confidence >=  
         , .(, , )
     confidence >=  
         , .(, , )
     confidence >=  
         , .(, , )
    
         , .(, , )
    


  (text, confidence)
     (text) 
         KNOWLEDGE_BASE.greetings[.(#KNOWLEDGE_BASE.greetings)]
     (text) 
         KNOWLEDGE_BASE.farewells[.(#KNOWLEDGE_BASE.farewells)]
    
    
     topic = (text)
     topic  KNOWLEDGE_BASE.topics[topic] 
         responses = KNOWLEDGE_BASE.topics[topic]
         responses[.(#responses)]
    
    
     sentiment = (text)
     sentiment >  
         KNOWLEDGE_BASE.positive_responses[.(#KNOWLEDGE_BASE.positive_responses)]
     sentiment < - 
         KNOWLEDGE_BASE.negative_responses[.(#KNOWLEDGE_BASE.negative_responses)]
    
    
     (text) 
         confidence >  
              .. KNOWLEDGE_BASE.questions[.(#KNOWLEDGE_BASE.questions)]
         confidence <  
              .. KNOWLEDGE_BASE.questions[.(#KNOWLEDGE_BASE.questions)]
        
              .. KNOWLEDGE_BASE.questions[.(#KNOWLEDGE_BASE.questions)]
        
    
    
     confidence >=  
          .. (.() >     )
     confidence >=  
          .. (.() >     )
     confidence >=  
          .. (.() >     )
     confidence >=  
          .. (.() >     )
    
          .. (.() >     )
    





 player = .Players.LocalPlayer
 playerGui = player:()
 screenGui = .(, playerGui)
screenGui.Name = 
screenGui.ResetOnSpawn = 

 mainFrame = .()
mainFrame.Size = .(, , , )
mainFrame.Position = .(, -, , -)
mainFrame.BackgroundColor3 = .(, , )
mainFrame.BorderSizePixel = 
mainFrame.ClipsDescendants = 
mainFrame.Parent = screenGui
.(, mainFrame).CornerRadius = .(, )

 sidebar = .()
sidebar.Size = .(, , , )
sidebar.BackgroundColor3 = .(, , )
sidebar.BorderSizePixel = 
sidebar.Parent = mainFrame

 sidebarHeader = .()
sidebarHeader.Size = .(, , , )
sidebarHeader.BackgroundColor3 = .(, , )
sidebarHeader.BorderSizePixel = 
sidebarHeader.Parent = sidebar

 logoText = .()
logoText.Text = 
logoText.Size = .(, -, , )
logoText.Position = .(, , , )
logoText.BackgroundTransparency = 
logoText.TextColor3 = .(, , )
logoText.Font = .Font.GothamBold
logoText.TextSize = 
logoText.TextXAlignment = .TextXAlignment.Left
logoText.Parent = sidebarHeader

 sessionScroll = .()
sessionScroll.Size = .(, -, , -)
sessionScroll.Position = .(, , , )
sessionScroll.BackgroundTransparency = 
sessionScroll.BorderSizePixel = 
sessionScroll.ScrollBarThickness = 
sessionScroll.CanvasSize = .(, , , )
sessionScroll.Parent = sidebar

 sessionList = .()
sessionList.Padding = .(, )
sessionList.Parent = sessionScroll

 newChatBtn = .()
newChatBtn.Size = .(, -, , )
newChatBtn.Position = .(, , , -)
newChatBtn.BackgroundColor3 = .(, , )
newChatBtn.Text = 
newChatBtn.TextColor3 = .(, , )
newChatBtn.Font = .Font.GothamBold
newChatBtn.TextSize = 
newChatBtn.BorderSizePixel = 
newChatBtn.Parent = sidebar
.(, newChatBtn).CornerRadius = .(, )

 contentFrame = .()
contentFrame.Size = .(, -, , )
contentFrame.Position = .(, , , )
contentFrame.BackgroundTransparency = 
contentFrame.Parent = mainFrame

 topBar = .()
topBar.Size = .(, , , )
topBar.BackgroundColor3 = .(, , )
topBar.BorderSizePixel = 
topBar.Parent = contentFrame

 sessionTitle = .()
sessionTitle.Text = 
sessionTitle.Size = .(, , , )
sessionTitle.Position = .(, , , )
sessionTitle.BackgroundTransparency = 
sessionTitle.TextColor3 = .(, , )
sessionTitle.Font = .Font.GothamBold
sessionTitle.TextSize = 
sessionTitle.TextXAlignment = .TextXAlignment.Left
sessionTitle.Parent = topBar

 modeToggle = .()
modeToggle.Size = .(, , , )
modeToggle.Position = .(, -, , -)
modeToggle.BackgroundColor3 = .(, , )
modeToggle.Text = 
modeToggle.TextColor3 = .(, , )
modeToggle.Font = .Font.GothamBold
modeToggle.TextSize = 
modeToggle.Parent = topBar
.(, modeToggle).CornerRadius = .(, )

 settingsBtn = .()
settingsBtn.Size = .(, , , )
settingsBtn.Position = .(, -, , -)
settingsBtn.BackgroundColor3 = .(, , )
settingsBtn.Text = 
settingsBtn.TextColor3 = .(, , )
settingsBtn.Font = .Font.GothamBold
settingsBtn.TextSize = 
settingsBtn.Parent = topBar
.(, settingsBtn).CornerRadius = .(, )

 minimizeBtn = .()
minimizeBtn.Size = .(, , , )
minimizeBtn.Position = .(, -, , -)
minimizeBtn.BackgroundColor3 = .(, , )
minimizeBtn.Text = 
minimizeBtn.TextColor3 = .(, , )
minimizeBtn.Font = .Font.GothamBold
minimizeBtn.TextSize = 
minimizeBtn.Parent = topBar
.(, minimizeBtn).CornerRadius = .(, )

 closeBtn = .()
closeBtn.Size = .(, , , )
closeBtn.Position = .(, -, , -)
closeBtn.BackgroundColor3 = .(, , )
closeBtn.Text = 
closeBtn.TextColor3 = .(, , )
closeBtn.Font = .Font.GothamBold
closeBtn.TextSize = 
closeBtn.Parent = topBar
.(, closeBtn).CornerRadius = .(, )

 chatScroll = .()
chatScroll.Size = .(, -, , -)
chatScroll.Position = .(, , , )
chatScroll.BackgroundTransparency = 
chatScroll.BorderSizePixel = 
chatScroll.ScrollBarThickness = 
chatScroll.CanvasSize = .(, , , )
chatScroll.Visible = 
chatScroll.Parent = contentFrame

 chatContent = .()
chatContent.Size = .(, -, , )
chatContent.BackgroundTransparency = 
chatContent.TextColor3 = .(, , )
chatContent.Font = .Font.Gotham
chatContent.TextSize = 
chatContent.TextWrapped = 
chatContent.TextXAlignment = .TextXAlignment.Left
chatContent.TextYAlignment = .TextYAlignment.Top
chatContent.Parent = chatScroll

 tutorialPanel = .()
tutorialPanel.Size = .(, -, , -)
tutorialPanel.Position = .(, , , )
tutorialPanel.BackgroundTransparency = 
tutorialPanel.BorderSizePixel = 
tutorialPanel.ScrollBarThickness = 
tutorialPanel.CanvasSize = .(, , , )
tutorialPanel.Parent = contentFrame

 tutorialText = .()
tutorialText.Text = 
tutorialText.Size = .(, , , )
tutorialText.BackgroundTransparency = 
tutorialText.TextColor3 = .(, , )
tutorialText.Font = .Font.Gotham
tutorialText.TextSize = 
tutorialText.TextWrapped = 
tutorialText.TextXAlignment = .TextXAlignment.Left
tutorialText.TextYAlignment = .TextYAlignment.Top
tutorialText.LineHeight = 
tutorialText.Parent = tutorialPanel

 inputContainer = .()
inputContainer.Size = .(, -, , )
inputContainer.Position = .(, , , -)
inputContainer.BackgroundColor3 = .(, , )
inputContainer.BorderSizePixel = 
inputContainer.Visible = 
inputContainer.Parent = contentFrame
.(, inputContainer).CornerRadius = .(, )

 inputBox = .()
inputBox.Size = .(, -, , -)
inputBox.Position = .(, , , )
inputBox.BackgroundTransparency = 
inputBox.PlaceholderText = 
inputBox.PlaceholderColor3 = .(, , )
inputBox.TextColor3 = .(, , )
inputBox.Font = .Font.Gotham
inputBox.TextSize = 
inputBox.TextXAlignment = .TextXAlignment.Left
inputBox.TextWrapped = 
inputBox.ClearTextOnFocus = 
inputBox.Parent = inputContainer

 modelsBtn = .()
modelsBtn.Size = .(, , , )
modelsBtn.Position = .(, -, , -)
modelsBtn.BackgroundColor3 = .(, , )
modelsBtn.Text = 
modelsBtn.TextColor3 = .(, , )
modelsBtn.Font = .Font.GothamBold
modelsBtn.TextSize = 
modelsBtn.Parent = inputContainer
.(, modelsBtn).CornerRadius = .(, )

 sendBtn = .()
sendBtn.Size = .(, , , )
sendBtn.Position = .(, -, , -)
sendBtn.BackgroundColor3 = .(, , )
sendBtn.Text = 
sendBtn.TextColor3 = .(, , )
sendBtn.Font = .Font.GothamBold
sendBtn.TextSize = 
sendBtn.Parent = inputContainer
.(, sendBtn).CornerRadius = .(, )

 modelPanel = .()
modelPanel.Size = .(, , , )
modelPanel.Position = .(, -, , -)
modelPanel.BackgroundColor3 = .(, , )
modelPanel.BorderSizePixel = 
modelPanel.Visible = 
modelPanel.ZIndex = 
modelPanel.Parent = screenGui
.(, modelPanel).CornerRadius = .(, )

 modelHeader = .()
modelHeader.Text = 
modelHeader.Size = .(, , , )
modelHeader.BackgroundColor3 = .(, , )
modelHeader.TextColor3 = .(, , )
modelHeader.Font = .Font.GothamBold
modelHeader.TextSize = 
modelHeader.Parent = modelPanel
.(, modelHeader).CornerRadius = .(, )

 modelScroll = .()
modelScroll.Size = .(, -, , -)
modelScroll.Position = .(, , , )
modelScroll.BackgroundTransparency = 
modelScroll.BorderSizePixel = 
modelScroll.ScrollBarThickness = 
modelScroll.CanvasSize = .(, , , )
modelScroll.Parent = modelPanel

 modelList = .()
modelList.Padding = .(, )
modelList.Parent = modelScroll

 modelCloseBtn = .()
modelCloseBtn.Size = .(, , , )
modelCloseBtn.Position = .(, -, , )
modelCloseBtn.BackgroundColor3 = .(, , )
modelCloseBtn.Text = 
modelCloseBtn.TextColor3 = .(, , )
modelCloseBtn.Font = .Font.GothamBold
modelCloseBtn.TextSize = 
modelCloseBtn.ZIndex = 
modelCloseBtn.Parent = modelPanel
.(, modelCloseBtn).CornerRadius = .(, )

 settingsPanel = .()
settingsPanel.Size = .(, , , )
settingsPanel.BackgroundColor3 = .(, , )
settingsPanel.BorderSizePixel = 
settingsPanel.Visible = 
settingsPanel.Parent = contentFrame

 settingsScroll = .()
settingsScroll.Size = .(, -, , -)
settingsScroll.Position = .(, , , )
settingsScroll.BackgroundTransparency = 
settingsScroll.BorderSizePixel = 
settingsScroll.ScrollBarThickness = 
settingsScroll.CanvasSize = .(, , , )
settingsScroll.Parent = settingsPanel

 settingsList = .()
settingsList.Padding = .(, )
settingsList.Parent = settingsScroll

  (text, parent)
     label = .()
    label.Text = text
    label.Size = .(, -, , )
    label.BackgroundTransparency = 
    label.TextColor3 = .(, , )
    label.Font = .Font.GothamBold
    label.TextSize = 
    label.TextXAlignment = .TextXAlignment.Left
    label.Parent = parent
     label


 lrLabel = ( .. .(, current_learning_rate), settingsScroll)

 lrInput = .()
lrInput.Size = .(, -, , )
lrInput.BackgroundColor3 = .(, , )
lrInput.Text = .(, current_learning_rate)
lrInput.PlaceholderText = 
lrInput.TextColor3 = .(, , )
lrInput.Font = .Font.Gotham
lrInput.TextSize = 
lrInput.Parent = settingsScroll
.(, lrInput).CornerRadius = .(, )

(, settingsScroll)

 createModelBtn = .()
createModelBtn.Size = .(, -, , )
createModelBtn.BackgroundColor3 = .(, , )
createModelBtn.Text = 
createModelBtn.TextColor3 = .(, , )
createModelBtn.Font = .Font.GothamBold
createModelBtn.TextSize = 
createModelBtn.Parent = settingsScroll
.(, createModelBtn).CornerRadius = .(, )

(, settingsScroll)

 saveBtn = .()
saveBtn.Size = .(, -, , )
saveBtn.BackgroundColor3 = .(, , )
saveBtn.Text = 
saveBtn.TextColor3 = .(, , )
saveBtn.Font = .Font.GothamBold
saveBtn.TextSize = 
saveBtn.Parent = settingsScroll
.(, saveBtn).CornerRadius = .(, )

 loadBtn = .()
loadBtn.Size = .(, -, , )
loadBtn.BackgroundColor3 = .(, , )
loadBtn.Text = 
loadBtn.TextColor3 = .(, , )
loadBtn.Font = .Font.GothamBold
loadBtn.TextSize = 
loadBtn.Parent = settingsScroll
.(, loadBtn).CornerRadius = .(, )

(, settingsScroll)

 exportBtn = .()
exportBtn.Size = .(, -, , )
exportBtn.BackgroundColor3 = .(, , )
exportBtn.Text = 
exportBtn.TextColor3 = .(, , )
exportBtn.Font = .Font.GothamBold
exportBtn.TextSize = 
exportBtn.Parent = settingsScroll
.(, exportBtn).CornerRadius = .(, )

 importInput = .()
importInput.Size = .(, -, , )
importInput.BackgroundColor3 = .(, , )
importInput.PlaceholderText = 
importInput.TextColor3 = .(, , )
importInput.Font = .Font.Code
importInput.TextSize = 
importInput.TextWrapped = 
importInput.TextXAlignment = .TextXAlignment.Left
importInput.TextYAlignment = .TextYAlignment.Top
importInput.ClearTextOnFocus = 
importInput.MultiLine = 
importInput.Parent = settingsScroll
.(, importInput).CornerRadius = .(, )

 importBtn = .()
importBtn.Size = .(, -, , )
importBtn.BackgroundColor3 = .(, , )
importBtn.Text = 
importBtn.TextColor3 = .(, , )
importBtn.Font = .Font.GothamBold
importBtn.TextSize = 
importBtn.Parent = settingsScroll
.(, importBtn).CornerRadius = .(, )

(, settingsScroll)

 randomizeBtn = .()
randomizeBtn.Size = .(, -, , )
randomizeBtn.BackgroundColor3 = .(, , )
randomizeBtn.Text = 
randomizeBtn.TextColor3 = .(, , )
randomizeBtn.Font = .Font.GothamBold
randomizeBtn.TextSize = 
randomizeBtn.Parent = settingsScroll
.(, randomizeBtn).CornerRadius = .(, )

(, settingsScroll)

 diagBox = .()
diagBox.Size = .(, -, , )
diagBox.BackgroundColor3 = .(, , )
diagBox.TextColor3 = .(, , )
diagBox.Font = .Font.Code
diagBox.TextSize = 
diagBox.TextXAlignment = .TextXAlignment.Left
diagBox.TextYAlignment = .TextYAlignment.Top
diagBox.TextWrapped = 
diagBox.Text = 
diagBox.Parent = settingsScroll
.(, diagBox).CornerRadius = .(, )

 creatorPanel = .()
creatorPanel.Size = .(, , , )
creatorPanel.Position = .(, -, , -)
creatorPanel.BackgroundColor3 = .(, , )
creatorPanel.BorderSizePixel = 
creatorPanel.Visible = 
creatorPanel.ZIndex = 
creatorPanel.Parent = screenGui
.(, creatorPanel).CornerRadius = .(, )

 creatorHeader = .()
creatorHeader.Text = 
creatorHeader.Size = .(, , , )
creatorHeader.BackgroundColor3 = .(, , )
creatorHeader.TextColor3 = .(, , )
creatorHeader.Font = .Font.GothamBold
creatorHeader.TextSize = 
creatorHeader.Parent = creatorPanel
.(, creatorHeader).CornerRadius = .(, )

 creatorScroll = .()
creatorScroll.Size = .(, -, , -)
creatorScroll.Position = .(, , , )
creatorScroll.BackgroundTransparency = 
creatorScroll.BorderSizePixel = 
creatorScroll.ScrollBarThickness = 
creatorScroll.CanvasSize = .(, , , )
creatorScroll.Parent = creatorPanel

 creatorList = .()
creatorList.Padding = .(, )
creatorList.Parent = creatorScroll

  (labelText, placeholder, parent)
     label = (labelText, parent)
     input = .()
    input.Size = .(, -, , )
    input.BackgroundColor3 = .(, , )
    input.PlaceholderText = placeholder
    input.Text = 
    input.TextColor3 = .(, , )
    input.Font = .Font.Gotham
    input.TextSize = 
    input.Parent = parent
    .(, input).CornerRadius = .(, )
     input


 nameInput = (, , creatorScroll)
 inputSizeInput = (, , creatorScroll)
 hiddenSizeInput = (, , creatorScroll)
 lrCreatorInput = (, , creatorScroll)

 paramCountLabel = .()
paramCountLabel.Text = 
paramCountLabel.Size = .(, -, , )
paramCountLabel.BackgroundColor3 = .(, , )
paramCountLabel.TextColor3 = .(, , )
paramCountLabel.Font = .Font.GothamBold
paramCountLabel.TextSize = 
paramCountLabel.Parent = creatorScroll
.(, paramCountLabel).CornerRadius = .(, )

 createFinalBtn = .()
createFinalBtn.Size = .(, -, , )
createFinalBtn.Position = .(, , , -)
createFinalBtn.BackgroundColor3 = .(, , )
createFinalBtn.Text = 
createFinalBtn.TextColor3 = .(, , )
createFinalBtn.Font = .Font.GothamBold
createFinalBtn.TextSize = 
createFinalBtn.ZIndex = 
createFinalBtn.Parent = creatorPanel
.(, createFinalBtn).CornerRadius = .(, )

 creatorCloseBtn = .()
creatorCloseBtn.Size = .(, , , )
creatorCloseBtn.Position = .(, -, , )
creatorCloseBtn.BackgroundColor3 = .(, , )
creatorCloseBtn.Text = 
creatorCloseBtn.TextColor3 = .(, , )
creatorCloseBtn.Font = .Font.GothamBold
creatorCloseBtn.TextSize = 
creatorCloseBtn.ZIndex = 
creatorCloseBtn.Parent = creatorPanel
.(, creatorCloseBtn).CornerRadius = .(, )

 floatingBtn = .()
floatingBtn.Size = .(, , , )
floatingBtn.Position = .(, -, , -)
floatingBtn.BackgroundColor3 = .(, , )
floatingBtn.Text = 
floatingBtn.TextColor3 = .(, , )
floatingBtn.Font = .Font.GothamBold
floatingBtn.TextSize = 
floatingBtn.Visible = 
floatingBtn.Parent = screenGui
.(, floatingBtn).CornerRadius = .(, )





  ()
     text =  .. CURRENT_MODEL_NAME .. 
    text = text ..  .. TARGET_PARAMETER_COUNT .. 
    text = text ..  .. .(, current_learning_rate) .. 
    text = text ..  .. (CONVERSATIONAL_MODE    ) .. 
    text = text .. 
    text = text ..  .. INPUT_SIZE .. 
    text = text ..  .. HIDDEN_SIZE .. 
    text = text ..  .. OUTPUT_SIZE .. 
    text = text .. 
     i = , .(, TARGET_PARAMETER_COUNT) 
        text = text .. .(, i, PARAMETERS[i]  )
    
    diagBox.Text = text
    lrLabel.Text =  .. .(, current_learning_rate)


  (sender, text)
     message = {sender = sender, text = text, isAI = (sender == )}
    .(ChatSessions[CurrentSessionName].messages, message)
    
     displayText = 
     _, msg  (ChatSessions[CurrentSessionName].messages) 
        displayText = displayText .. msg.sender ..  .. msg.text .. 
    
    chatContent.Text = displayText
    
     contentHeight = chatContent.TextBounds.Y + 
    chatScroll.CanvasSize = .(, , , contentHeight)
    chatScroll.CanvasPosition = .(, contentHeight)
    
    (() () )


  (name)
     btn = .()
    btn.Name =  .. name
    btn.Size = .(, -, , )
    btn.BackgroundColor3 = (name == CurrentSessionName)  .(, , )  .(, , )
    btn.Text =  .. name
    btn.TextColor3 = (name == CurrentSessionName)  .(, , )  .(, , )
    btn.Font = .Font.Gotham
    btn.TextSize = 
    btn.TextXAlignment = .TextXAlignment.Left
    btn.TextTruncate = .TextTruncate.AtEnd
    btn.Parent = sessionScroll
    
    .(, btn).CornerRadius = .(, )
    
    btn.MouseButton1Click:(()
        (name)
    )
    
     btn


  ()
     _, child  (sessionScroll:()) 
         child:() 
            child:()
        
    
    
     tutBtn = .()
    tutBtn.Name = 
    tutBtn.Size = .(, -, , )
    tutBtn.BackgroundColor3 = (CurrentSessionName == )  .(, , )  .(, , )
    tutBtn.Text = 
    tutBtn.TextColor3 = (CurrentSessionName == )  .(, , )  .(, , )
    tutBtn.Font = .Font.GothamBold
    tutBtn.TextSize = 
    tutBtn.TextXAlignment = .TextXAlignment.Left
    tutBtn.Parent = sessionScroll
    
    .(, tutBtn).CornerRadius = .(, )
    
    tutBtn.MouseButton1Click:(()
        ()
    )
    
     count = 
     name, _  (ChatSessions) 
        (name)
        count = count + 
    
    
    sessionScroll.CanvasSize = .(, , , (count * ) + (count * ))


 (name)
     ChatSessions[CurrentSessionName]  ChatSessions[CurrentSessionName].params 
        ChatSessions[CurrentSessionName].params = (PARAMETERS)
    
    
    CurrentSessionName = name
    sessionTitle.Text = name
    
     isChat = ChatSessions[name] ~= 
    chatScroll.Visible = isChat
    inputContainer.Visible = isChat
    tutorialPanel.Visible =  isChat
    settingsPanel.Visible = 
    
     isChat 
         session = ChatSessions[CurrentSessionName]
        CURRENT_MODEL_NAME = session.model  
        
         modelConfig = MODEL_PRESETS[CURRENT_MODEL_NAME]
         modelConfig 
            INPUT_SIZE = modelConfig.input
            HIDDEN_SIZE = modelConfig.hidden
            OUTPUT_SIZE = modelConfig.output
            current_learning_rate = modelConfig.learning_rate
            TARGET_PARAMETER_COUNT = ()
            ()
        
        
        PARAMETERS = (session.params)
        
         displayText = 
         _, msg  (session.messages) 
            displayText = displayText .. msg.sender ..  .. msg.text .. 
        
        chatContent.Text = displayText
        
         contentHeight = chatContent.TextBounds.Y + 
        chatScroll.CanvasSize = .(, , , contentHeight)
        chatScroll.CanvasPosition = .(, contentHeight)
    
    
    ()
    ()


  (modelName)
     modelConfig = MODEL_PRESETS[modelName]
      modelConfig   
    
    CURRENT_MODEL_NAME = modelName
    INPUT_SIZE = modelConfig.input
    HIDDEN_SIZE = modelConfig.hidden
    OUTPUT_SIZE = modelConfig.output
    current_learning_rate = modelConfig.learning_rate
    TARGET_PARAMETER_COUNT = ()
    ()
    
    PARAMETERS = ()
    
     ChatSessions[CurrentSessionName] 
        ChatSessions[CurrentSessionName].params = (PARAMETERS)
        ChatSessions[CurrentSessionName].model = modelName
        (,  .. modelName ..  .. TARGET_PARAMETER_COUNT .. )
    
    
    ()


  ()
     _, child  (modelScroll:()) 
         child:() 
            child:()
        
    
    
     count = 
     modelName, config  (MODEL_PRESETS) 
         paramCount = (config.input * config.hidden) + config.hidden + (config.hidden * config.output) + config.output
        
         btn = .()
        btn.Size = .(, -, , )
        btn.BackgroundColor3 = (modelName == CURRENT_MODEL_NAME)  .(, , )  .(, , )
        btn.BorderSizePixel = 
        btn.Parent = modelScroll
        .(, btn).CornerRadius = .(, )
        
         title = .()
        title.Text = modelName
        title.Size = .(, -, , )
        title.Position = .(, , , )
        title.BackgroundTransparency = 
        title.TextColor3 = .(, , )
        title.Font = .Font.GothamBold
        title.TextSize = 
        title.TextXAlignment = .TextXAlignment.Left
        title.Parent = btn
        
         info = .()
        info.Text = .(, paramCount, config.input, config.hidden)
        info.Size = .(, -, , )
        info.Position = .(, , , )
        info.BackgroundTransparency = 
        info.TextColor3 = .(, , )
        info.Font = .Font.Gotham
        info.TextSize = 
        info.TextXAlignment = .TextXAlignment.Left
        info.Parent = btn
        
         lr = .()
        lr.Text = .(, config.learning_rate)
        lr.Size = .(, -, , )
        lr.Position = .(, , , )
        lr.BackgroundTransparency = 
        lr.TextColor3 = .(, , )
        lr.Font = .Font.Gotham
        lr.TextSize = 
        lr.TextXAlignment = .TextXAlignment.Left
        lr.Parent = btn
        
        btn.MouseButton1Click:(()
            (modelName)
            modelPanel.Visible = 
        )
        
        count = count + 
    
    
    modelScroll.CanvasSize = .(, , , (count * ) + (count * ))


  (text)
     CurrentSessionName ==   text:() ==    
    
    inputBox.Text = 
    
     target = (text)
    
     (target ==   target == )  INPUT_PARSING_PASSED   CONVERSATIONAL_MODE 
        (,  .. target)
         confidence, hidden = (last_input_features)
         result = (target, hidden)
        (,  .. result)
        INPUT_PARSING_PASSED = 
        ()
    
        (, text)
         confidence, hidden = ((text))
        
         CONVERSATIONAL_MODE 
             response = (text, confidence)
            (, response)
        
             response, color = (confidence)
            (, .(response .. , confidence))
            INPUT_PARSING_PASSED = 
        
    






 dragging = 
 dragStart, startPos

topBar.InputBegan:((input)
     input.UserInputType == .UserInputType.MouseButton1  input.UserInputType == .UserInputType.Touch 
        dragging = 
        dragStart = input.Position
        startPos = mainFrame.Position
    
)

UserInputService.InputChanged:((input)
     dragging  (input.UserInputType == .UserInputType.MouseMovement  input.UserInputType == .UserInputType.Touch) 
         delta = input.Position - dragStart
        mainFrame.Position = .(
            startPos.X.Scale, startPos.X.Offset + delta.X,
            startPos.Y.Scale, startPos.Y.Offset + delta.Y
        )
    
)

UserInputService.InputEnded:((input)
     input.UserInputType == .UserInputType.MouseButton1  input.UserInputType == .UserInputType.Touch 
        dragging = 
    
)

modeToggle.MouseButton1Click:(()
    CONVERSATIONAL_MODE =  CONVERSATIONAL_MODE
     CONVERSATIONAL_MODE 
        modeToggle.Text = 
        modeToggle.TextColor3 = .(, , )
        modeToggle.BackgroundColor3 = .(, , )
    
        modeToggle.Text = 
        modeToggle.TextColor3 = .(, , )
        modeToggle.BackgroundColor3 = .(, , )
    
    ()
)

settingsBtn.MouseButton1Click:(()
     CurrentSessionName ~=  
        lastReturnSession = CurrentSessionName
    
    
    settingsPanel.Visible =  settingsPanel.Visible
    chatScroll.Visible =  settingsPanel.Visible  ChatSessions[CurrentSessionName] ~= 
    inputContainer.Visible =  settingsPanel.Visible  ChatSessions[CurrentSessionName] ~= 
    tutorialPanel.Visible =  settingsPanel.Visible  CurrentSessionName == 
    
     settingsPanel.Visible 
        ()
    
)

 isMinimized = 
 originalSize = mainFrame.Size

minimizeBtn.MouseButton1Click:(()
      isMinimized 
        TweenService:(mainFrame, TweenInfo.(), {
            Size = .(, , , )
        }):()
        contentFrame.Visible = 
        sidebar.Visible = 
        minimizeBtn.Text = 
        isMinimized = 
    
        TweenService:(mainFrame, TweenInfo.(), {
            Size = originalSize
        }):()
        ()
        contentFrame.Visible = 
        sidebar.Visible = 
        minimizeBtn.Text = 
        isMinimized = 
    
)

closeBtn.MouseButton1Click:(()
    mainFrame.Visible = 
    floatingBtn.Visible = 
)

floatingBtn.MouseButton1Click:(()
    floatingBtn.Visible = 
    mainFrame.Visible = 
     isMinimized 
        TweenService:(mainFrame, TweenInfo.(), {
            Size = originalSize
        }):()
        ()
        contentFrame.Visible = 
        sidebar.Visible = 
        minimizeBtn.Text = 
        isMinimized = 
    
)

newChatBtn.MouseButton1Click:(()
     num = 
     ChatSessions[ .. num] 
        num = num + 
    
     newName =  .. num
    
    ChatSessions[newName] = {
        messages = {{sender = , text =  .. CURRENT_MODEL_NAME .. , isAI = }},
        params = (),
        model = CURRENT_MODEL_NAME
    }
    (newName)
)

sendBtn.MouseButton1Click:(()
    (inputBox.Text)
)

inputBox.FocusLost:((enter)
     enter 
        (inputBox.Text)
    
)

modelsBtn.MouseButton1Click:(()
    ()
    modelPanel.Visible = 
)

modelCloseBtn.MouseButton1Click:(()
    modelPanel.Visible = 
)

lrInput.FocusLost:(()
     newLR = (lrInput.Text)
     newLR  newLR >   newLR <=  
        current_learning_rate = newLR
        ()
    
        lrInput.Text = .(, current_learning_rate)
    
)

createModelBtn.MouseButton1Click:(()
    creatorPanel.Visible = 
)

creatorCloseBtn.MouseButton1Click:(()
    creatorPanel.Visible = 
     lastReturnSession ~=   ChatSessions[lastReturnSession] 
        (lastReturnSession)
    
)

  ()
     input = (inputSizeInput.Text)  
     hidden = (hiddenSizeInput.Text)  
     params = (input * hidden) + hidden + hidden + 
    paramCountLabel.Text =  .. params


inputSizeInput:():(updateParamCount)
hiddenSizeInput:():(updateParamCount)

createFinalBtn.MouseButton1Click:(()
     modelName = nameInput.Text
     inputSize = (inputSizeInput.Text)
     hiddenSize = (hiddenSizeInput.Text)
     lr = (lrCreatorInput.Text)
    
     modelName ==    inputSize   hiddenSize   lr 
        createFinalBtn.Text = 
        ()
        createFinalBtn.Text = 
        
    
    
     inputSize <   inputSize >   hiddenSize <   hiddenSize >  
        createFinalBtn.Text = 
        ()
        createFinalBtn.Text = 
        
    
    
    MODEL_PRESETS[modelName] = {
        input = inputSize,
        hidden = hiddenSize,
        output = ,
        learning_rate = lr
    }
    
    createFinalBtn.Text = 
    ()
    creatorPanel.Visible = 
    createFinalBtn.Text = 
    
    nameInput.Text = 
    inputSizeInput.Text = 
    hiddenSizeInput.Text = 
    lrCreatorInput.Text = 
    
     lastReturnSession ~=   ChatSessions[lastReturnSession] 
        (lastReturnSession)
    
)

saveBtn.MouseButton1Click:(()
     success = (save_all_sessions)
     success 
        saveBtn.Text = 
        ()
        saveBtn.Text = 
    
        saveBtn.Text = 
        ()
        saveBtn.Text = 
    
)

loadBtn.MouseButton1Click:(()
     success = (load_all_sessions)
     success 
        loadBtn.Text = 
         first = (ChatSessions)
         first  (first) 
        ()
        loadBtn.Text = 
    
        loadBtn.Text = 
        ()
        loadBtn.Text = 
    
)

exportBtn.MouseButton1Click:(()
     exportStr = ()
    (exportStr)
    exportBtn.Text = "✅ Copied!"
    wait(2)
    exportBtn.Text = "📋 Copy Export String"
end)

importBtn.MouseButton1Click:Connect(function()
    local importStr = importInput.Text
    if importStr:len() > 0 then
        local success, msg = import_from_string(importStr)
        if success then
            importBtn.Text = "✅ Imported!"
            local first = next(ChatSessions)
            if first then load_session(first) end
        else
            importBtn.Text = "❌ " .. msg
        end
        wait(2)
        importBtn.Text = "📥 Import String"
    end
end)

randomizeBtn.MouseButton1Click:Connect(function()
    PARAMETERS = initialize_parameters()
    if ChatSessions[CurrentSessionName] then
        ChatSessions[CurrentSessionName].params = table_clone(PARAMETERS)
    end
    randomizeBtn.Text = "✅ Randomized!"
    update_diagnostics()
    wait(1.5)
    randomizeBtn.Text = "🎲 Randomize Current Model"
end)

-- ===================================
-- INITIALIZATION
-- ===================================

local loadSuccess = pcall(load_all_sessions)

if not loadSuccess then
    PARAMETERS = initialize_parameters()
    ChatSessions = {
        ["Session 1"] = {
            messages = {{sender = "🤖 RoAI", text = "Welcome! " .. CURRENT_MODEL_NAME .. " ready. Toggle modes above!", isAI = true}},
            params = table_clone(PARAMETERS),
            model = CURRENT_MODEL_NAME
        }
    }
end

load_session(CurrentSessionName)

print("🤖 RoAI System v3.0 Loaded!")
print("📊 Current: " .. CURRENT_MODEL_NAME)
print("✨ Custom models supported!")
if loadSuccess then
    print("💾 Previous sessions restored!")
end