ROAi

--[[
    RoAI - Advanced Conversational AI System v3.0
    Complete Feature Implementation with Save/Load & Export/Import
]]

local TweenService = game:GetService("TweenService")
local UserInputService = game:GetService("UserInputService")
local RunService = game:GetService("RunService")
local HttpService = game:GetService("HttpService")

-- ===================================
-- ROAI MODEL CONFIGURATIONS
-- ===================================
local MODEL_PRESETS = {
    ["RoAI 3.5 Ultra"] = {
        input = 128,
        hidden = 256,
        output = 1,
        learning_rate = 0.15,
        description = "Most advanced, best for complex conversations"
    },
    ["RoAI 3.0 Pro"] = {
        input = 96,
        hidden = 192,
        output = 1,
        learning_rate = 0.2,
        description = "Professional grade, balanced performance"
    },
    ["RoAI 2.5 Plus"] = {
        input = 64,
        hidden = 128,
        output = 1,
        learning_rate = 0.25,
        description = "Enhanced capabilities, good for most tasks"
    },
    ["RoAI 2.0 Standard"] = {
        input = 48,
        hidden = 96,
        output = 1,
        learning_rate = 0.3,
        description = "Reliable everyday assistant"
    },
    ["RoAI 1.5 Lite"] = {
        input = 32,
        hidden = 64,
        output = 1,
        learning_rate = 0.35,
        description = "Fast and efficient, great for quick chats"
    },
    ["RoAI 1.0 Mini"] = {
        input = 24,
        hidden = 48,
        output = 1,
        learning_rate = 0.4,
        description = "Lightweight, instant responses"
    }
}

local KNOWLEDGE_BASE = {
    greetings = {
        "Hello! I'm RoAI, your intelligent assistant. How can I help you today?",
        "Hi there! RoAI at your service. What would you like to talk about?",
        "Welcome! I'm here to assist you with anything you need.",
        "Greetings! RoAI ready to help. What's on your mind?"
    },
    farewells = {
        "Goodbye! It was great chatting with you!",
        "See you later! Feel free to come back anytime!",
        "Take care! I'll be here whenever you need me!",
        "Bye! Have a wonderful day!"
    },
    positive_responses = {
        "That's wonderful to hear!",
        "I'm so glad you feel that way!",
        "That sounds absolutely fantastic!",
        "How exciting! Tell me more!",
        "That's really great news!"
    },
    negative_responses = {
        "I'm sorry to hear that. Is there anything I can do to help?",
        "That sounds challenging. Would you like to talk about it?",
        "I understand that can be difficult. How are you handling it?",
        "That must be tough. I'm here if you need support."
    },
    questions = {
        "Could you tell me more about that?",
        "What makes you feel that way?",
        "How did that happen?",
        "What do you think about it?",
        "Can you elaborate on that?"
    },
    topics = {
        game = {"Roblox is amazing!", "What's your favorite game?", "I love helping with game development!"},
        coding = {"Programming is fascinating!", "What language are you learning?", "Code is like poetry in motion!"},
        weather = {"The virtual weather is always perfect here!", "I hope you're having nice weather!", "Every day is sunny in the digital world!"},
        food = {"I've heard pizza is delicious!", "What's your favorite meal?", "Cooking sounds like a fun skill!"},
        music = {"Music is the universal language!", "What genre do you enjoy?", "Rhythm and harmony are beautiful!"}
    }
}

local CURRENT_MODEL_NAME = "RoAI 2.5 Plus"
local INPUT_SIZE = 64
local HIDDEN_SIZE = 128
local OUTPUT_SIZE = 64
local INITIAL_LEARNING_RATE = 0.15
local TARGET_PARAMETER_COUNT = 

local function calculate_param_count()
    return (INPUT_SIZE * HIDDEN_SIZE) + HIDDEN_SIZE + (HIDDEN_SIZE * OUTPUT_SIZE) + OUTPUT_SIZE
end

TARGET_PARAMETER_COUNT = calculate_param_count()

local PARAMETERS = {}
local current_learning_rate = INITIAL_LEARNING_RATE
local last_input_features = {}
local last_output_activation = 0
local conversation_context = {}
local CONVERSATIONAL_MODE = true
local INPUT_PARSING_PASSED = false

local ChatSessions = {}
local CurrentSessionName = "Tutorial"
local session_counter = 1
local lastSaveTime = "Never"
local lastReturnSession = "Tutorial"
local SAVE_FILE_NAME = "RoAI_ChatSessions.txt"

local W1_START = 1
local B1_START = 0
local W2_START = 0
local B2_INDEX = 0

local function update_parameter_indices()
    W1_START = 1
    B1_START = (INPUT_SIZE * HIDDEN_SIZE) + 1
    W2_START = B1_START + HIDDEN_SIZE
    B2_INDEX = W2_START + HIDDEN_SIZE
end

update_parameter_indices()

-- ===================================
-- GRAMMAR PATTERNS & TEXT PREPROCESSING
-- ===================================
local GRAMMAR_PATTERNS = {
    {"i", "you", "he", "she", "it", "we", "they", "me"},
    {"my", "your", "his", "her", "its", "our", "their"},
    {"is", "am", "are", "was", "were", "been"},
    {"will", "would", "can", "could", "should", "may", "might", "must"},
    {"have", "has", "had", "do", "does", "did", "get"},
    {"in", "on", "at", "to", "for", "with", "from", "by"},
    {"and", "but", "or", "so"},
    {"the", "a", "an"},
    {"this", "that"},
    {"very", "really"}
}

local function analyze_sentiment(text)
    local t = text:lower()
    local positive_score = 0
    local negative_score = 0
    
    local positive_words = {"good", "great", "awesome", "amazing", "love", "happy", "wonderful", 
                           "excellent", "fantastic", "beautiful", "perfect", "best", "fun", "enjoy"}
    for _, word in ipairs(positive_words) do
        if t:find(word) then positive_score = positive_score + 1 end
    end
    
    local negative_words = {"bad", "hate", "terrible", "awful", "horrible", "worst", "sad",
                           "angry", "upset", "disappointed", "frustrating", "annoying"}
    for _, word in ipairs(negative_words) do
        if t:find(word) then negative_score = negative_score + 1 end
    end
    
    return positive_score - negative_score
end

local function detect_topic(text)
    local t = text:lower()
    
    if t:find("game") or t:find("roblox") or t:find("play") then
        return "game"
    elseif t:find("code") or t:find("script") or t:find("program") then
        return "coding"
    elseif t:find("weather") or t:find("rain") or t:find("sun") then
        return "weather"
    elseif t:find("food") or t:find("eat") or t:find("hungry") then
        return "food"
    elseif t:find("music") or t:find("song") or t:find("listen") then
        return "music"
    end
    
    return nil
end

local function is_greeting(text)
    local t = text:lower()
    local greetings = {"hello", "hi", "hey", "greetings", "howdy", "sup", "yo"}
    for _, greeting in ipairs(greetings) do
        if t:find("^" .. greeting) or t:find(" " .. greeting) then
            return true
        end
    end
    return false
end

local function is_farewell(text)
    local t = text:lower()
    local farewells = {"bye", "goodbye", "see you", "later", "farewell", "cya", "gtg"}
    for _, farewell in ipairs(farewells) do
        if t:find(farewell) then
            return true
        end
    end
    return false
end

local function is_question(text)
    return text:find("?") or text:lower():find("^what") or text:lower():find("^how") or 
           text:lower():find("^why") or text:lower():find("^when") or text:lower():find("^where") or
           text:lower():find("^who") or text:lower():find("^can") or text:lower():find("^is")
end

local function preprocess_text(text)
    local t = text:lower()
    local words = {}
    for word in t:gmatch("[%w']+") do
        table.insert(words, word)
    end
    
    local features = {}
    local maxFeatures = math.min(INPUT_SIZE, 128)
    
    features[1] = math.min(#words, 50) / 50
    features[2] = analyze_sentiment(text) / 10
    features[3] = is_question(text) and 1 or 0
    features[4] = is_greeting(text) and 1 or 0
    features[5] = is_farewell(text) and 1 or 0
    features[6] = (text:find("!") and 1 or 0)
    
    local topic = detect_topic(text)
    features[7] = (topic == "game") and 1 or 0
    features[8] = (topic == "coding") and 1 or 0
    features[9] = (topic == "weather") and 1 or 0
    features[10] = (topic == "food") and 1 or 0
    features[11] = (topic == "music") and 1 or 0
    
    local important_words = {"you", "me", "i", "we", "they", "what", "how", "why", "when", "where",
                            "yes", "no", "maybe", "please", "thanks", "help", "need", "want", "like", "think"}
    
    local featureIndex = 12
    for _, word in ipairs(important_words) do
        if featureIndex > maxFeatures then break end
        features[featureIndex] = (t:find("%f[%w]" .. word .. "%f[%W]") and 1 or 0)
        featureIndex = featureIndex + 1
    end
    
    local grammarIndex = 1
    for _, patternGroup in ipairs(GRAMMAR_PATTERNS) do
        for _, pattern in ipairs(patternGroup) do
            if featureIndex > maxFeatures then break end
            local found = false
            for _, word in ipairs(words) do
                if word == pattern then
                    found = true
                    break
                end
            end
            features[featureIndex] = found and 1 or 0
            featureIndex = featureIndex + 1
        end
        if featureIndex > maxFeatures then break end
    end
    
    if #conversation_context > 0 then
        if featureIndex <= maxFeatures then
            features[featureIndex] = #conversation_context / 10
            featureIndex = featureIndex + 1
        end
    end
    
    while #features < INPUT_SIZE do
        table.insert(features, 0)
    end
    
    return features
end

-- ===================================
-- SAVE/LOAD/EXPORT/IMPORT SYSTEM
-- ===================================
local function encode_parameters_compressed(params)
    local encoded = ""
    for i = 1, #params do
        local val = params[i]
        local compressed = string.format("%.4f", val)
        encoded = encoded .. compressed
        if i < #params then encoded = encoded .. "," end
    end
    return encoded
end

local function decode_parameters_compressed(encoded)
    local params = {}
    local index = 1
    for num_str in encoded:gmatch("([^,]+)") do
        params[index] = tonumber(num_str) or 0
        index = index + 1
    end
    return params
end

local function encode_model_config(modelName)
    local config = MODEL_PRESETS[modelName]
    if not config then return "" end
    return string.format("%d,%d,%d,%.3f", config.input, config.hidden, config.output, config.learning_rate)
end

local function generate_export_string()
    local export = "ROAI_EXPORT_V3|"
    export = export .. CURRENT_MODEL_NAME .. "|"
    export = export .. encode_model_config(CURRENT_MODEL_NAME) .. "|"
    
    for sessionName, sessionData in pairs(ChatSessions) do
        export = export .. "SESSION:" .. sessionName .. "|"
        export = export .. "MODEL:" .. (sessionData.model or CURRENT_MODEL_NAME) .. "|"
        export = export .. "PARAMS:" .. encode_parameters_compressed(sessionData.params or PARAMETERS) .. "|"
        export = export .. "MSGS:" .. #sessionData.messages .. "|"
        for _, msg in ipairs(sessionData.messages) do
            local cleanMsg = msg.text:gsub("|", "PIPE"):gsub("\n", "NEWLINE")
            export = export .. msg.sender .. ":::" .. cleanMsg .. "|"
        end
    end
    
    return export
end

local function import_from_string(importStr)
    local parts = importStr:split("|")
    if parts[1] ~= "ROAI_EXPORT_V3" then
        return false, "Invalid format"
    end
    
    ChatSessions = {}
    
    local i = 4
    while i <= #parts do
        if parts[i]:match("^SESSION:") then
            local sessionName = parts[i]:match("SESSION:(.+)")
            i = i + 1
            
            if i <= #parts and parts[i]:match("^MODEL:") then
                local sessModelName = parts[i]:match("MODEL:(.+)")
                i = i + 1
                
                if i <= #parts and parts[i]:match("^PARAMS:") then
                    local paramStr = parts[i]:match("PARAMS:(.+)")
                    local params = decode_parameters_compressed(paramStr)
                    i = i + 1
                    
                    if i <= #parts and parts[i]:match("^MSGS:") then
                        local msgCount = tonumber(parts[i]:match("MSGS:(.+)"))
                        i = i + 1
                        
                        local messages = {}
                        for j = 1, msgCount do
                            if i <= #parts then
                                local msgParts = parts[i]:split(":::")
                                if #msgParts >= 2 then
                                    table.insert(messages, {
                                        sender = msgParts[1],
                                        text = msgParts[2]:gsub("PIPE", "|"):gsub("NEWLINE", "\n"),
                                        isAI = msgParts[1] == "RoAI"
                                    })
                                end
                                i = i + 1
                            end
                        end
                        
                        ChatSessions[sessionName] = {
                            messages = messages,
                            params = params,
                            model = sessModelName
                        }
                    end
                end
            end
        else
            i = i + 1
        end
    end
    
    return true, "Import successful"
end

local function save_all_sessions()
    local saveData = generate_export_string()
    writefile(SAVE_FILE_NAME, saveData)
    lastSaveTime = os.date("%I:%M:%S %p")
    return true
end

local function load_all_sessions()
    if not isfile(SAVE_FILE_NAME) then
        return false, "No save file"
    end
    
    local saveData = readfile(SAVE_FILE_NAME)
    return import_from_string(saveData)
end

-- ===================================
-- AI CORE FUNCTIONS
-- ===================================
local function table_clone(original)
    local copy = {}
    for k, v in pairs(original) do
        copy[k] = v
    end
    return copy
end

local function initialize_parameters()
    local rand = Random.new()
    local parameters = {}
    for i = 1, TARGET_PARAMETER_COUNT do
        parameters[i] = (rand:NextNumber() * 2 - 1) * 0.5
    end
    return parameters
end

local function sigmoid(x) 
    return 1 / (1 + math.exp(-math.min(math.max(x, -10), 10)))
end

local function sigmoid_derivative(x) 
    return x * (1 - x) 
end

local function run_ai_inference(input_vector)
    last_input_features = input_vector
    local hidden_outputs = {}
    
    for j = 1, HIDDEN_SIZE do
        local sum = 0
        for i = 1, INPUT_SIZE do
            local idx = W1_START + (j - 1) * INPUT_SIZE + (i - 1)
            if PARAMETERS[idx] then
                sum = sum + input_vector[i] * PARAMETERS[idx]
            end
        end
        if PARAMETERS[B1_START + j - 1] then
            sum = sum + PARAMETERS[B1_START + j - 1]
        end
        hidden_outputs[j] = sigmoid(sum)
    end
    
    local output_sum = 0
    for j = 1, HIDDEN_SIZE do
        if PARAMETERS[W2_START + j - 1] then
            output_sum = output_sum + hidden_outputs[j] * PARAMETERS[W2_START + j - 1]
        end
    end
    if PARAMETERS[B2_INDEX] then
        output_sum = output_sum + PARAMETERS[B2_INDEX]
    end
    
    last_output_activation = sigmoid(output_sum)
    return last_output_activation, hidden_outputs
end

local function train_network(target_output, hidden_outputs)
    local predicted = last_output_activation
    local error = target_output - predicted
    
    if math.abs(error) < 0.001 then return "Already optimal" end
    
    local cost = 0.5 * (error ^ 2)
    local delta_output = error * sigmoid_derivative(predicted)
    
    for j = 1, HIDDEN_SIZE do
        local w_idx = W2_START + j - 1
        if PARAMETERS[w_idx] then
            PARAMETERS[w_idx] = PARAMETERS[w_idx] + current_learning_rate * delta_output * hidden_outputs[j]
        end
    end
    if PARAMETERS[B2_INDEX] then
        PARAMETERS[B2_INDEX] = PARAMETERS[B2_INDEX] + current_learning_rate * delta_output
    end
    
    for j = 1, HIDDEN_SIZE do
        local error_at_node = (PARAMETERS[W2_START + j - 1] or 0) * delta_output
        local hidden_delta = error_at_node * sigmoid_derivative(hidden_outputs[j])
        
        for i = 1, INPUT_SIZE do
            local w1_idx = W1_START + (j - 1) * INPUT_SIZE + (i - 1)
            if PARAMETERS[w1_idx] then
                PARAMETERS[w1_idx] = PARAMETERS[w1_idx] + current_learning_rate * hidden_delta * last_input_features[i]
            end
        end
        
        local b_idx = B1_START + j - 1
        if PARAMETERS[b_idx] then
            PARAMETERS[b_idx] = PARAMETERS[b_idx] + current_learning_rate * hidden_delta
        end
    end
    
    return string.format("Training cost: %.4f", cost)
end

local function generate_conversational_response(confidence)
    if confidence >= 0.85 then
        return "That sounds wonderful! Strong positive vibes.", Color3.fromRGB(100, 220, 100)
    elseif confidence >= 0.60 then
        return "I'm picking up positive feelings!", Color3.fromRGB(150, 230, 150)
    elseif confidence >= 0.40 then
        return "Mixed or neutral sentiment.", Color3.fromRGB(255, 220, 100)
    elseif confidence >= 0.15 then
        return "Sensing some negativity.", Color3.fromRGB(255, 180, 100)
    else
        return "Strong negative sentiment detected.", Color3.fromRGB(255, 120, 120)
    end
end

local function generate_intelligent_response(text, confidence)
    if is_greeting(text) then
        return KNOWLEDGE_BASE.greetings[math.random(#KNOWLEDGE_BASE.greetings)]
    elseif is_farewell(text) then
        return KNOWLEDGE_BASE.farewells[math.random(#KNOWLEDGE_BASE.farewells)]
    end
    
    local topic = detect_topic(text)
    if topic and KNOWLEDGE_BASE.topics[topic] then
        local responses = KNOWLEDGE_BASE.topics[topic]
        return responses[math.random(#responses)]
    end
    
    local sentiment = analyze_sentiment(text)
    if sentiment > 2 then
        return KNOWLEDGE_BASE.positive_responses[math.random(#KNOWLEDGE_BASE.positive_responses)]
    elseif sentiment < -2 then
        return KNOWLEDGE_BASE.negative_responses[math.random(#KNOWLEDGE_BASE.negative_responses)]
    end
    
    if is_question(text) then
        if confidence > 0.7 then
            return "Based on my analysis, I believe the answer is positive. " .. KNOWLEDGE_BASE.questions[math.random(#KNOWLEDGE_BASE.questions)]
        elseif confidence < 0.3 then
            return "That's an interesting question. From what I understand, it might be challenging. " .. KNOWLEDGE_BASE.questions[math.random(#KNOWLEDGE_BASE.questions)]
        else
            return "That's a thought-provoking question! Let me think... " .. KNOWLEDGE_BASE.questions[math.random(#KNOWLEDGE_BASE.questions)]
        end
    end
    
    if confidence >= 0.8 then
        return "I sense very positive energy from that! " .. (math.random() > 0.5 and "That's wonderful!" or "How exciting!")
    elseif confidence >= 0.6 then
        return "That sounds quite positive! " .. (math.random() > 0.5 and "I'd love to hear more." or "Tell me more about it!")
    elseif confidence >= 0.4 then
        return "Interesting perspective! " .. (math.random() > 0.5 and "There's a lot to consider here." or "What are your thoughts on this?")
    elseif confidence >= 0.2 then
        return "I see what you mean. " .. (math.random() > 0.5 and "That can be complex sometimes." or "How do you usually handle such situations?")
    else
        return "I understand that might be challenging. " .. (math.random() > 0.5 and "Would you like to talk about it?" or "I'm here to help if you need it.")
    end
end

-- ===================================
-- UI SETUP
-- ===================================
local player = game.Players.LocalPlayer
local playerGui = player:WaitForChild("PlayerGui")
local screenGui = Instance.new("ScreenGui", playerGui)
screenGui.Name = "RoAI_System"
screenGui.ResetOnSpawn = false

local mainFrame = Instance.new("Frame")
mainFrame.Size = UDim2.new(0, 800, 0, 550)
mainFrame.Position = UDim2.new(0.5, -400, 0.5, -275)
mainFrame.BackgroundColor3 = Color3.fromRGB(18, 18, 20)
mainFrame.BorderSizePixel = 0
mainFrame.ClipsDescendants = true
mainFrame.Parent = screenGui
Instance.new("UICorner", mainFrame).CornerRadius = UDim.new(0, 12)

local sidebar = Instance.new("Frame")
sidebar.Size = UDim2.new(0, 220, 1, 0)
sidebar.BackgroundColor3 = Color3.fromRGB(25, 25, 28)
sidebar.BorderSizePixel = 0
sidebar.Parent = mainFrame

local sidebarHeader = Instance.new("Frame")
sidebarHeader.Size = UDim2.new(1, 0, 0, 50)
sidebarHeader.BackgroundColor3 = Color3.fromRGB(30, 30, 35)
sidebarHeader.BorderSizePixel = 0
sidebarHeader.Parent = sidebar

local logoText = Instance.new("TextLabel")
logoText.Text = "🤖 RoAI Chat"
logoText.Size = UDim2.new(1, -20, 1, 0)
logoText.Position = UDim2.new(0, 10, 0, 0)
logoText.BackgroundTransparency = 1
logoText.TextColor3 = Color3.fromRGB(255, 255, 255)
logoText.Font = Enum.Font.GothamBold
logoText.TextSize = 18
logoText.TextXAlignment = Enum.TextXAlignment.Left
logoText.Parent = sidebarHeader

local sessionScroll = Instance.new("ScrollingFrame")
sessionScroll.Size = UDim2.new(1, -10, 1, -110)
sessionScroll.Position = UDim2.new(0, 5, 0, 55)
sessionScroll.BackgroundTransparency = 1
sessionScroll.BorderSizePixel = 0
sessionScroll.ScrollBarThickness = 4
sessionScroll.CanvasSize = UDim2.new(0, 0, 0, 0)
sessionScroll.Parent = sidebar

local sessionList = Instance.new("UIListLayout")
sessionList.Padding = UDim.new(0, 6)
sessionList.Parent = sessionScroll

local newChatBtn = Instance.new("TextButton")
newChatBtn.Size = UDim2.new(1, -20, 0, 40)
newChatBtn.Position = UDim2.new(0, 10, 1, -50)
newChatBtn.BackgroundColor3 = Color3.fromRGB(88, 101, 242)
newChatBtn.Text = "✨ New Chat"
newChatBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
newChatBtn.Font = Enum.Font.GothamBold
newChatBtn.TextSize = 14
newChatBtn.BorderSizePixel = 0
newChatBtn.Parent = sidebar
Instance.new("UICorner", newChatBtn).CornerRadius = UDim.new(0, 8)

local contentFrame = Instance.new("Frame")
contentFrame.Size = UDim2.new(1, -220, 1, 0)
contentFrame.Position = UDim2.new(0, 220, 0, 0)
contentFrame.BackgroundTransparency = 1
contentFrame.Parent = mainFrame

local topBar = Instance.new("Frame")
topBar.Size = UDim2.new(1, 0, 0, 50)
topBar.BackgroundColor3 = Color3.fromRGB(22, 22, 25)
topBar.BorderSizePixel = 0
topBar.Parent = contentFrame

local sessionTitle = Instance.new("TextLabel")
sessionTitle.Text = "Tutorial"
sessionTitle.Size = UDim2.new(0, 300, 1, 0)
sessionTitle.Position = UDim2.new(0, 15, 0, 0)
sessionTitle.BackgroundTransparency = 1
sessionTitle.TextColor3 = Color3.fromRGB(220, 220, 220)
sessionTitle.Font = Enum.Font.GothamBold
sessionTitle.TextSize = 16
sessionTitle.TextXAlignment = Enum.TextXAlignment.Left
sessionTitle.Parent = topBar

local modeToggle = Instance.new("TextButton")
modeToggle.Size = UDim2.new(0, 140, 0, 32)
modeToggle.Position = UDim2.new(1, -335, 0.5, -16)
modeToggle.BackgroundColor3 = Color3.fromRGB(40, 40, 45)
modeToggle.Text = "📖 Training"
modeToggle.TextColor3 = Color3.fromRGB(255, 200, 100)
modeToggle.Font = Enum.Font.GothamBold
modeToggle.TextSize = 13
modeToggle.Parent = topBar
Instance.new("UICorner", modeToggle).CornerRadius = UDim.new(0, 8)

local settingsBtn = Instance.new("TextButton")
settingsBtn.Size = UDim2.new(0, 40, 0, 32)
settingsBtn.Position = UDim2.new(1, -190, 0.5, -16)
settingsBtn.BackgroundColor3 = Color3.fromRGB(40, 40, 45)
settingsBtn.Text = "⚙️"
settingsBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
settingsBtn.Font = Enum.Font.GothamBold
settingsBtn.TextSize = 18
settingsBtn.Parent = topBar
Instance.new("UICorner", settingsBtn).CornerRadius = UDim.new(0, 8)

local minimizeBtn = Instance.new("TextButton")
minimizeBtn.Size = UDim2.new(0, 40, 0, 32)
minimizeBtn.Position = UDim2.new(1, -145, 0.5, -16)
minimizeBtn.BackgroundColor3 = Color3.fromRGB(40, 40, 45)
minimizeBtn.Text = "−"
minimizeBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
minimizeBtn.Font = Enum.Font.GothamBold
minimizeBtn.TextSize = 24
minimizeBtn.Parent = topBar
Instance.new("UICorner", minimizeBtn).CornerRadius = UDim.new(0, 8)

local closeBtn = Instance.new("TextButton")
closeBtn.Size = UDim2.new(0, 40, 0, 32)
closeBtn.Position = UDim2.new(1, -100, 0.5, -16)
closeBtn.BackgroundColor3 = Color3.fromRGB(220, 60, 60)
closeBtn.Text = "✕"
closeBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
closeBtn.Font = Enum.Font.GothamBold
closeBtn.TextSize = 20
closeBtn.Parent = topBar
Instance.new("UICorner", closeBtn).CornerRadius = UDim.new(0, 8)

local chatScroll = Instance.new("ScrollingFrame")
chatScroll.Size = UDim2.new(1, -30, 1, -130)
chatScroll.Position = UDim2.new(0, 15, 0, 60)
chatScroll.BackgroundTransparency = 1
chatScroll.BorderSizePixel = 0
chatScroll.ScrollBarThickness = 6
chatScroll.CanvasSize = UDim2.new(0, 0, 0, 0)
chatScroll.Visible = false
chatScroll.Parent = contentFrame

local chatContent = Instance.new("TextLabel")
chatContent.Size = UDim2.new(1, -10, 1, 0)
chatContent.BackgroundTransparency = 1
chatContent.TextColor3 = Color3.fromRGB(200, 200, 200)
chatContent.Font = Enum.Font.Gotham
chatContent.TextSize = 14
chatContent.TextWrapped = true
chatContent.TextXAlignment = Enum.TextXAlignment.Left
chatContent.TextYAlignment = Enum.TextYAlignment.Top
chatContent.Parent = chatScroll

local tutorialPanel = Instance.new("ScrollingFrame")
tutorialPanel.Size = UDim2.new(1, -30, 1, -130)
tutorialPanel.Position = UDim2.new(0, 15, 0, 60)
tutorialPanel.BackgroundTransparency = 1
tutorialPanel.BorderSizePixel = 0
tutorialPanel.ScrollBarThickness = 6
tutorialPanel.CanvasSize = UDim2.new(0, 0, 0, 1200)
tutorialPanel.Parent = contentFrame

local tutorialText = Instance.new("TextLabel")
tutorialText.Text = [[
🤖 RoAI - Advanced Conversational AI System v3.0

Welcome to RoAI! A complete AI training system with real-time learning capabilities.

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

Note: This Script is Discontinued Please Check For RoMind As It is the new Script also Its not ChatMind, ChatMind was also one of my projects but For now RoAI and ChatMind Are being combined and have merged into RoMind

📊 AVAILABLE ROAI MODELS:

🔹 RoAI 3.5 Ultra (33,281 params) - Most advanced
   • 128 input features | 256 hidden neurons
   • Best for complex conversations & learning
   • Learning Rate: 0.15

🔹 RoAI 3.0 Pro (19,457 params) - Professional 
   • 96 input features | 192 hidden neurons
   • Excellent all-around performance
   • Learning Rate: 0.20

🔹 RoAI 2.5 Plus (8,321 params) - Enhanced
   • 64 input features | 128 hidden neurons
   • Great for most tasks (default)
   • Learning Rate: 0.25

🔹 RoAI 2.0 Standard (5,089 params) - Reliable
   • 48 input features | 96 hidden neurons
   • Fast & dependable everyday assistant
   • Learning Rate: 0.30

🔹 RoAI 1.5 Lite (2,177 params) - Fast
   • 32 input features | 64 hidden neurons
   • Lightweight & responsive
   • Learning Rate: 0.35

🔹 RoAI 1.0 Mini (1,225 params) - Minimal
   • 24 input features | 48 hidden neurons
   • Ultra-fast instant responses
   • Learning Rate: 0.40

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

🎯 TWO OPERATING MODES:

📖 TRAINING MODE:
  • AI analyzes your messages & guesses sentiment
  • Type "1" for POSITIVE feedback
  • Type "0" for NEGATIVE feedback
  • AI learns from corrections in real-time
  • Watch parameters update as you train
  • Perfect for teaching emotional context

💬 CHAT MODE:
  • Natural conversation without corrections
  • AI responds based on what it's learned
  • Uses sentiment analysis & intent detection
  • No training prompts - just natural chat
  • Topic-aware responses (games, code, etc)

Toggle modes anytime with the 📖 button!

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

✨ ADVANCED FEATURES:

🧠 NEURAL NETWORK:
  • Real backpropagation training algorithm
  • Adjustable learning rate on the fly
  • Multiple parameter sizes per model
  • Persistent session memory

📝 TEXT ANALYSIS:
  • 50+ grammar pattern detection
  • Sentiment analysis (positive/negative)
  • Intent recognition (greeting, question, etc)
  • Topic detection (games, coding, food, music)
  • Context-aware responses with memory

💾 SESSION MANAGEMENT:
  • Create unlimited chat sessions
  • Each session remembers its model & parameters
  • Switch between sessions instantly
  • Auto-save after every message
  • Sessions persist between executions

🎨 CUSTOM MODELS:
  • Create your own model architectures
  • Customize input/hidden layer sizes
  • Set custom learning rates
  • Export/import model configurations
  • Share models via compressed strings

📤 EXPORT/IMPORT:
  • Copy entire chat histories
  • Export model parameters
  • Share sessions with others
  • Import from export strings
  • Full session restoration

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

⚙️ SETTINGS PANEL:

✓ Learning Rate Control - Adjust real-time
✓ Custom Model Creator - Build your own
✓ Session Save/Load - Persistent storage
✓ Export/Import Models - Share & restore
✓ Parameter Randomizer - Reset & start fresh
✓ Live Diagnostics - View model stats

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

🚀 GETTING STARTED:

1. Click "✨ New Chat" to begin a session
2. Choose Training or Chat mode (📖 button)
3. Select a model size (🧠 button, optional)
4. Start typing to interact with RoAI
5. In Training mode, type 0 or 1 to train
6. Watch your AI learn in real-time!

━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━

The more you interact, the better RoAI learns!
]]
tutorialText.Size = UDim2.new(1, 0, 1, 0)
tutorialText.BackgroundTransparency = 1
tutorialText.TextColor3 = Color3.fromRGB(220, 220, 220)
tutorialText.Font = Enum.Font.Gotham
tutorialText.TextSize = 12
tutorialText.TextWrapped = true
tutorialText.TextXAlignment = Enum.TextXAlignment.Left
tutorialText.TextYAlignment = Enum.TextYAlignment.Top
tutorialText.LineHeight = 1.4
tutorialText.Parent = tutorialPanel

local inputContainer = Instance.new("Frame")
inputContainer.Size = UDim2.new(1, -30, 0, 60)
inputContainer.Position = UDim2.new(0, 15, 1, -70)
inputContainer.BackgroundColor3 = Color3.fromRGB(30, 30, 35)
inputContainer.BorderSizePixel = 0
inputContainer.Visible = false
inputContainer.Parent = contentFrame
Instance.new("UICorner", inputContainer).CornerRadius = UDim.new(0, 10)

local inputBox = Instance.new("TextBox")
inputBox.Size = UDim2.new(1, -125, 1, -20)
inputBox.Position = UDim2.new(0, 15, 0, 10)
inputBox.BackgroundTransparency = 1
inputBox.PlaceholderText = "Type your message..."
inputBox.PlaceholderColor3 = Color3.fromRGB(120, 120, 120)
inputBox.TextColor3 = Color3.fromRGB(255, 255, 255)
inputBox.Font = Enum.Font.Gotham
inputBox.TextSize = 14
inputBox.TextXAlignment = Enum.TextXAlignment.Left
inputBox.TextWrapped = true
inputBox.ClearTextOnFocus = false
inputBox.Parent = inputContainer

local modelsBtn = Instance.new("TextButton")
modelsBtn.Size = UDim2.new(0, 40, 0, 40)
modelsBtn.Position = UDim2.new(1, -95, 0.5, -20)
modelsBtn.BackgroundColor3 = Color3.fromRGB(60, 120, 200)
modelsBtn.Text = "🧠"
modelsBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
modelsBtn.Font = Enum.Font.GothamBold
modelsBtn.TextSize = 18
modelsBtn.Parent = inputContainer
Instance.new("UICorner", modelsBtn).CornerRadius = UDim.new(0, 20)

local sendBtn = Instance.new("TextButton")
sendBtn.Size = UDim2.new(0, 40, 0, 40)
sendBtn.Position = UDim2.new(1, -50, 0.5, -20)
sendBtn.BackgroundColor3 = Color3.fromRGB(88, 101, 242)
sendBtn.Text = "➤"
sendBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
sendBtn.Font = Enum.Font.GothamBold
sendBtn.TextSize = 20
sendBtn.Parent = inputContainer
Instance.new("UICorner", sendBtn).CornerRadius = UDim.new(0, 20)

local modelPanel = Instance.new("Frame")
modelPanel.Size = UDim2.new(0, 350, 0, 400)
modelPanel.Position = UDim2.new(0.5, -175, 0.5, -200)
modelPanel.BackgroundColor3 = Color3.fromRGB(25, 25, 30)
modelPanel.BorderSizePixel = 0
modelPanel.Visible = false
modelPanel.ZIndex = 10
modelPanel.Parent = screenGui
Instance.new("UICorner", modelPanel).CornerRadius = UDim.new(0, 12)

local modelHeader = Instance.new("TextLabel")
modelHeader.Text = "🧠 Select Model"
modelHeader.Size = UDim2.new(1, 0, 0, 45)
modelHeader.BackgroundColor3 = Color3.fromRGB(30, 30, 35)
modelHeader.TextColor3 = Color3.fromRGB(255, 255, 255)
modelHeader.Font = Enum.Font.GothamBold
modelHeader.TextSize = 16
modelHeader.Parent = modelPanel
Instance.new("UICorner", modelHeader).CornerRadius = UDim.new(0, 12)

local modelScroll = Instance.new("ScrollingFrame")
modelScroll.Size = UDim2.new(1, -20, 1, -55)
modelScroll.Position = UDim2.new(0, 10, 0, 50)
modelScroll.BackgroundTransparency = 1
modelScroll.BorderSizePixel = 0
modelScroll.ScrollBarThickness = 4
modelScroll.CanvasSize = UDim2.new(0, 0, 0, 0)
modelScroll.Parent = modelPanel

local modelList = Instance.new("UIListLayout")
modelList.Padding = UDim.new(0, 8)
modelList.Parent = modelScroll

local modelCloseBtn = Instance.new("TextButton")
modelCloseBtn.Size = UDim2.new(0, 30, 0, 30)
modelCloseBtn.Position = UDim2.new(1, -35, 0, 7.5)
modelCloseBtn.BackgroundColor3 = Color3.fromRGB(220, 60, 60)
modelCloseBtn.Text = "✕"
modelCloseBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
modelCloseBtn.Font = Enum.Font.GothamBold
modelCloseBtn.TextSize = 16
modelCloseBtn.ZIndex = 11
modelCloseBtn.Parent = modelPanel
Instance.new("UICorner", modelCloseBtn).CornerRadius = UDim.new(0, 15)

local settingsPanel = Instance.new("Frame")
settingsPanel.Size = UDim2.new(1, 0, 1, 0)
settingsPanel.BackgroundColor3 = Color3.fromRGB(18, 18, 20)
settingsPanel.BorderSizePixel = 0
settingsPanel.Visible = false
settingsPanel.Parent = contentFrame

local settingsScroll = Instance.new("ScrollingFrame")
settingsScroll.Size = UDim2.new(1, -30, 1, -70)
settingsScroll.Position = UDim2.new(0, 15, 0, 60)
settingsScroll.BackgroundTransparency = 1
settingsScroll.BorderSizePixel = 0
settingsScroll.ScrollBarThickness = 6
settingsScroll.CanvasSize = UDim2.new(0, 0, 0, 1200)
settingsScroll.Parent = settingsPanel

local settingsList = Instance.new("UIListLayout")
settingsList.Padding = UDim.new(0, 10)
settingsList.Parent = settingsScroll

local function createLabel(text, parent)
    local label = Instance.new("TextLabel")
    label.Text = text
    label.Size = UDim2.new(1, -10, 0, 25)
    label.BackgroundTransparency = 1
    label.TextColor3 = Color3.fromRGB(150, 200, 255)
    label.Font = Enum.Font.GothamBold
    label.TextSize = 14
    label.TextXAlignment = Enum.TextXAlignment.Left
    label.Parent = parent
    return label
end

local lrLabel = createLabel("⚡ Learning Rate: " .. string.format("%.2f", current_learning_rate), settingsScroll)

local lrInput = Instance.new("TextBox")
lrInput.Size = UDim2.new(1, -10, 0, 35)
lrInput.BackgroundColor3 = Color3.fromRGB(35, 35, 40)
lrInput.Text = string.format("%.2f", current_learning_rate)
lrInput.PlaceholderText = "0.1 - 2.0"
lrInput.TextColor3 = Color3.fromRGB(255, 255, 255)
lrInput.Font = Enum.Font.Gotham
lrInput.TextSize = 13
lrInput.Parent = settingsScroll
Instance.new("UICorner", lrInput).CornerRadius = UDim.new(0, 6)

createLabel("🛠️ Create Custom Model", settingsScroll)

local createModelBtn = Instance.new("TextButton")
createModelBtn.Size = UDim2.new(1, -10, 0, 45)
createModelBtn.BackgroundColor3 = Color3.fromRGB(120, 80, 200)
createModelBtn.Text = "➕ Open Model Creator"
createModelBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
createModelBtn.Font = Enum.Font.GothamBold
createModelBtn.TextSize = 14
createModelBtn.Parent = settingsScroll
Instance.new("UICorner", createModelBtn).CornerRadius = UDim.new(0, 8)

createLabel("💾 Session Management", settingsScroll)

local saveBtn = Instance.new("TextButton")
saveBtn.Size = UDim2.new(1, -10, 0, 40)
saveBtn.BackgroundColor3 = Color3.fromRGB(60, 180, 80)
saveBtn.Text = "💾 Save All Sessions"
saveBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
saveBtn.Font = Enum.Font.GothamBold
saveBtn.TextSize = 14
saveBtn.Parent = settingsScroll
Instance.new("UICorner", saveBtn).CornerRadius = UDim.new(0, 6)

local loadBtn = Instance.new("TextButton")
loadBtn.Size = UDim2.new(1, -10, 0, 40)
loadBtn.BackgroundColor3 = Color3.fromRGB(80, 120, 200)
loadBtn.Text = "📂 Load Sessions"
loadBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
loadBtn.Font = Enum.Font.GothamBold
loadBtn.TextSize = 14
loadBtn.Parent = settingsScroll
Instance.new("UICorner", loadBtn).CornerRadius = UDim.new(0, 6)

createLabel("📤 Export/Import Models", settingsScroll)

local exportBtn = Instance.new("TextButton")
exportBtn.Size = UDim2.new(1, -10, 0, 40)
exportBtn.BackgroundColor3 = Color3.fromRGB(180, 120, 60)
exportBtn.Text = "📋 Copy Export String"
exportBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
exportBtn.Font = Enum.Font.GothamBold
exportBtn.TextSize = 14
exportBtn.Parent = settingsScroll
Instance.new("UICorner", exportBtn).CornerRadius = UDim.new(0, 6)

local importInput = Instance.new("TextBox")
importInput.Size = UDim2.new(1, -10, 0, 60)
importInput.BackgroundColor3 = Color3.fromRGB(35, 35, 40)
importInput.PlaceholderText = "Paste export string here..."
importInput.TextColor3 = Color3.fromRGB(255, 255, 255)
importInput.Font = Enum.Font.Code
importInput.TextSize = 11
importInput.TextWrapped = true
importInput.TextXAlignment = Enum.TextXAlignment.Left
importInput.TextYAlignment = Enum.TextYAlignment.Top
importInput.ClearTextOnFocus = false
importInput.MultiLine = true
importInput.Parent = settingsScroll
Instance.new("UICorner", importInput).CornerRadius = UDim.new(0, 6)

local importBtn = Instance.new("TextButton")
importBtn.Size = UDim2.new(1, -10, 0, 40)
importBtn.BackgroundColor3 = Color3.fromRGB(120, 80, 180)
importBtn.Text = "📥 Import String"
importBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
importBtn.Font = Enum.Font.GothamBold
importBtn.TextSize = 14
importBtn.Parent = settingsScroll
Instance.new("UICorner", importBtn).CornerRadius = UDim.new(0, 6)

createLabel("🔄 Reset Parameters", settingsScroll)

local randomizeBtn = Instance.new("TextButton")
randomizeBtn.Size = UDim2.new(1, -10, 0, 40)
randomizeBtn.BackgroundColor3 = Color3.fromRGB(200, 80, 80)
randomizeBtn.Text = "🎲 Randomize Current Model"
randomizeBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
randomizeBtn.Font = Enum.Font.GothamBold
randomizeBtn.TextSize = 14
randomizeBtn.Parent = settingsScroll
Instance.new("UICorner", randomizeBtn).CornerRadius = UDim.new(0, 6)

createLabel("📊 Diagnostics", settingsScroll)

local diagBox = Instance.new("TextLabel")
diagBox.Size = UDim2.new(1, -10, 0, 120)
diagBox.BackgroundColor3 = Color3.fromRGB(25, 25, 30)
diagBox.TextColor3 = Color3.fromRGB(200, 200, 200)
diagBox.Font = Enum.Font.Code
diagBox.TextSize = 11
diagBox.TextXAlignment = Enum.TextXAlignment.Left
diagBox.TextYAlignment = Enum.TextYAlignment.Top
diagBox.TextWrapped = true
diagBox.Text = "Loading..."
diagBox.Parent = settingsScroll
Instance.new("UICorner", diagBox).CornerRadius = UDim.new(0, 6)

local creatorPanel = Instance.new("Frame")
creatorPanel.Size = UDim2.new(0, 400, 0, 450)
creatorPanel.Position = UDim2.new(0.5, -200, 0.5, -225)
creatorPanel.BackgroundColor3 = Color3.fromRGB(25, 25, 30)
creatorPanel.BorderSizePixel = 0
creatorPanel.Visible = false
creatorPanel.ZIndex = 10
creatorPanel.Parent = screenGui
Instance.new("UICorner", creatorPanel).CornerRadius = UDim.new(0, 12)

local creatorHeader = Instance.new("TextLabel")
creatorHeader.Text = "🛠️ Create Custom Model"
creatorHeader.Size = UDim2.new(1, 0, 0, 45)
creatorHeader.BackgroundColor3 = Color3.fromRGB(30, 30, 35)
creatorHeader.TextColor3 = Color3.fromRGB(255, 255, 255)
creatorHeader.Font = Enum.Font.GothamBold
creatorHeader.TextSize = 16
creatorHeader.Parent = creatorPanel
Instance.new("UICorner", creatorHeader).CornerRadius = UDim.new(0, 12)

local creatorScroll = Instance.new("ScrollingFrame")
creatorScroll.Size = UDim2.new(1, -20, 1, -100)
creatorScroll.Position = UDim2.new(0, 10, 0, 50)
creatorScroll.BackgroundTransparency = 1
creatorScroll.BorderSizePixel = 0
creatorScroll.ScrollBarThickness = 4
creatorScroll.CanvasSize = UDim2.new(0, 0, 0, 350)
creatorScroll.Parent = creatorPanel

local creatorList = Instance.new("UIListLayout")
creatorList.Padding = UDim.new(0, 10)
creatorList.Parent = creatorScroll

local function createCreatorInput(labelText, placeholder, parent)
    local label = createLabel(labelText, parent)
    local input = Instance.new("TextBox")
    input.Size = UDim2.new(1, -10, 0, 35)
    input.BackgroundColor3 = Color3.fromRGB(35, 35, 40)
    input.PlaceholderText = placeholder
    input.Text = ""
    input.TextColor3 = Color3.fromRGB(255, 255, 255)
    input.Font = Enum.Font.Gotham
    input.TextSize = 13
    input.Parent = parent
    Instance.new("UICorner", input).CornerRadius = UDim.new(0, 6)
    return input
end

local nameInput = createCreatorInput("Model Name:", "e.g., My Custom Model", creatorScroll)
local inputSizeInput = createCreatorInput("Input Size:", "e.g., 50", creatorScroll)
local hiddenSizeInput = createCreatorInput("Hidden Size:", "e.g., 100", creatorScroll)
local lrCreatorInput = createCreatorInput("Learning Rate:", "e.g., 0.3", creatorScroll)

local paramCountLabel = Instance.new("TextLabel")
paramCountLabel.Text = "📊 Parameters: 0"
paramCountLabel.Size = UDim2.new(1, -10, 0, 30)
paramCountLabel.BackgroundColor3 = Color3.fromRGB(35, 35, 40)
paramCountLabel.TextColor3 = Color3.fromRGB(150, 200, 255)
paramCountLabel.Font = Enum.Font.GothamBold
paramCountLabel.TextSize = 13
paramCountLabel.Parent = creatorScroll
Instance.new("UICorner", paramCountLabel).CornerRadius = UDim.new(0, 6)

local createFinalBtn = Instance.new("TextButton")
createFinalBtn.Size = UDim2.new(1, -20, 0, 45)
createFinalBtn.Position = UDim2.new(0, 10, 1, -50)
createFinalBtn.BackgroundColor3 = Color3.fromRGB(88, 101, 242)
createFinalBtn.Text = "✨ Create Model"
createFinalBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
createFinalBtn.Font = Enum.Font.GothamBold
createFinalBtn.TextSize = 15
createFinalBtn.ZIndex = 11
createFinalBtn.Parent = creatorPanel
Instance.new("UICorner", createFinalBtn).CornerRadius = UDim.new(0, 8)

local creatorCloseBtn = Instance.new("TextButton")
creatorCloseBtn.Size = UDim2.new(0, 30, 0, 30)
creatorCloseBtn.Position = UDim2.new(1, -35, 0, 7.5)
creatorCloseBtn.BackgroundColor3 = Color3.fromRGB(220, 60, 60)
creatorCloseBtn.Text = "✕"
creatorCloseBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
creatorCloseBtn.Font = Enum.Font.GothamBold
creatorCloseBtn.TextSize = 16
creatorCloseBtn.ZIndex = 11
creatorCloseBtn.Parent = creatorPanel
Instance.new("UICorner", creatorCloseBtn).CornerRadius = UDim.new(0, 15)

local floatingBtn = Instance.new("TextButton")
floatingBtn.Size = UDim2.new(0, 60, 0, 60)
floatingBtn.Position = UDim2.new(1, -70, 1, -70)
floatingBtn.BackgroundColor3 = Color3.fromRGB(88, 101, 242)
floatingBtn.Text = "🤖"
floatingBtn.TextColor3 = Color3.fromRGB(255, 255, 255)
floatingBtn.Font = Enum.Font.GothamBold
floatingBtn.TextSize = 28
floatingBtn.Visible = false
floatingBtn.Parent = screenGui
Instance.new("UICorner", floatingBtn).CornerRadius = UDim.new(0, 30)

-- ===================================
-- LOGIC FUNCTIONS
-- ===================================

local function update_diagnostics()
    local text = "🧠 Model: " .. CURRENT_MODEL_NAME .. "\n"
    text = text .. "📊 Parameters: " .. TARGET_PARAMETER_COUNT .. "\n"
    text = text .. "⚡ Learning Rate: " .. string.format("%.3f", current_learning_rate) .. "\n"
    text = text .. "🎯 Mode: " .. (CONVERSATIONAL_MODE and "Chat" or "Training") .. "\n\n"
    text = text .. "📈 Architecture:\n"
    text = text .. "  Input: " .. INPUT_SIZE .. "\n"
    text = text .. "  Hidden: " .. HIDDEN_SIZE .. "\n"
    text = text .. "  Output: " .. OUTPUT_SIZE .. "\n\n"
    text = text .. "Sample Weights:\n"
    for i = 1, math.min(3, TARGET_PARAMETER_COUNT) do
        text = text .. string.format("W1[%d]: %.4f\n", i, PARAMETERS[i] or 0)
    end
    diagBox.Text = text
    lrLabel.Text = "⚡ Learning Rate: " .. string.format("%.2f", current_learning_rate)
end

local function add_message(sender, text)
    local message = {sender = sender, text = text, isAI = (sender == "RoAI")}
    table.insert(ChatSessions[CurrentSessionName].messages, message)
    
    local displayText = ""
    for _, msg in ipairs(ChatSessions[CurrentSessionName].messages) do
        displayText = displayText .. msg.sender .. ": " .. msg.text .. "\n\n"
    end
    chatContent.Text = displayText
    
    local contentHeight = chatContent.TextBounds.Y + 20
    chatScroll.CanvasSize = UDim2.new(0, 0, 0, contentHeight)
    chatScroll.CanvasPosition = Vector2.new(0, contentHeight)
    
    pcall(function() save_all_sessions() end)
end

local function create_session_button(name)
    local btn = Instance.new("TextButton")
    btn.Name = "SessionBtn_" .. name
    btn.Size = UDim2.new(1, -10, 0, 36)
    btn.BackgroundColor3 = (name == CurrentSessionName) and Color3.fromRGB(50, 50, 55) or Color3.fromRGB(30, 30, 35)
    btn.Text = "  " .. name
    btn.TextColor3 = (name == CurrentSessionName) and Color3.fromRGB(255, 255, 255) or Color3.fromRGB(180, 180, 180)
    btn.Font = Enum.Font.Gotham
    btn.TextSize = 13
    btn.TextXAlignment = Enum.TextXAlignment.Left
    btn.TextTruncate = Enum.TextTruncate.AtEnd
    btn.Parent = sessionScroll
    
    Instance.new("UICorner", btn).CornerRadius = UDim.new(0, 6)
    
    btn.MouseButton1Click:Connect(function()
        load_session(name)
    end)
    
    return btn
end

local function draw_session_list()
    for _, child in ipairs(sessionScroll:GetChildren()) do
        if child:IsA("TextButton") then
            child:Destroy()
        end
    end
    
    local tutBtn = Instance.new("TextButton")
    tutBtn.Name = "TutorialBtn"
    tutBtn.Size = UDim2.new(1, -10, 0, 36)
    tutBtn.BackgroundColor3 = (CurrentSessionName == "Tutorial") and Color3.fromRGB(50, 50, 55) or Color3.fromRGB(30, 30, 35)
    tutBtn.Text = "  📚 Tutorial"
    tutBtn.TextColor3 = (CurrentSessionName == "Tutorial") and Color3.fromRGB(255, 255, 255) or Color3.fromRGB(180, 180, 180)
    tutBtn.Font = Enum.Font.GothamBold
    tutBtn.TextSize = 13
    tutBtn.TextXAlignment = Enum.TextXAlignment.Left
    tutBtn.Parent = sessionScroll
    
    Instance.new("UICorner", tutBtn).CornerRadius = UDim.new(0, 6)
    
    tutBtn.MouseButton1Click:Connect(function()
        load_session("Tutorial")
    end)
    
    local count = 1
    for name, _ in pairs(ChatSessions) do
        create_session_button(name)
        count = count + 1
    end
    
    sessionScroll.CanvasSize = UDim2.new(0, 0, 0, (count * 36) + (count * 6))
end

function load_session(name)
    if ChatSessions[CurrentSessionName] and ChatSessions[CurrentSessionName].params then
        ChatSessions[CurrentSessionName].params = table_clone(PARAMETERS)
    end
    
    CurrentSessionName = name
    sessionTitle.Text = name
    
    local isChat = ChatSessions[name] ~= nil
    chatScroll.Visible = isChat
    inputContainer.Visible = isChat
    tutorialPanel.Visible = not isChat
    settingsPanel.Visible = false
    
    if isChat then
        local session = ChatSessions[CurrentSessionName]
        CURRENT_MODEL_NAME = session.model or "RoAI 2.5 Plus"
        
        local modelConfig = MODEL_PRESETS[CURRENT_MODEL_NAME]
        if modelConfig then
            INPUT_SIZE = modelConfig.input
            HIDDEN_SIZE = modelConfig.hidden
            OUTPUT_SIZE = modelConfig.output
            current_learning_rate = modelConfig.learning_rate
            TARGET_PARAMETER_COUNT = calculate_param_count()
            update_parameter_indices()
        end
        
        PARAMETERS = table_clone(session.params)
        
        local displayText = ""
        for _, msg in ipairs(session.messages) do
            displayText = displayText .. msg.sender .. ": " .. msg.text .. "\n\n"
        end
        chatContent.Text = displayText
        
        local contentHeight = chatContent.TextBounds.Y + 20
        chatScroll.CanvasSize = UDim2.new(0, 0, 0, contentHeight)
        chatScroll.CanvasPosition = Vector2.new(0, contentHeight)
    end
    
    draw_session_list()
    update_diagnostics()
end

local function switch_model(modelName)
    local modelConfig = MODEL_PRESETS[modelName]
    if not modelConfig then return end
    
    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 = calculate_param_count()
    update_parameter_indices()
    
    PARAMETERS = initialize_parameters()
    
    if ChatSessions[CurrentSessionName] then
        ChatSessions[CurrentSessionName].params = table_clone(PARAMETERS)
        ChatSessions[CurrentSessionName].model = modelName
        add_message("🤖 System", "Switched to " .. modelName .. " (" .. TARGET_PARAMETER_COUNT .. " parameters)")
    end
    
    update_diagnostics()
end

local function populate_model_list()
    for _, child in ipairs(modelScroll:GetChildren()) do
        if child:IsA("TextButton") then
            child:Destroy()
        end
    end
    
    local count = 0
    for modelName, config in pairs(MODEL_PRESETS) do
        local paramCount = (config.input * config.hidden) + config.hidden + (config.hidden * config.output) + config.output
        
        local btn = Instance.new("TextButton")
        btn.Size = UDim2.new(1, -10, 0, 70)
        btn.BackgroundColor3 = (modelName == CURRENT_MODEL_NAME) and Color3.fromRGB(60, 120, 200) or Color3.fromRGB(35, 35, 40)
        btn.BorderSizePixel = 0
        btn.Parent = modelScroll
        Instance.new("UICorner", btn).CornerRadius = UDim.new(0, 8)
        
        local title = Instance.new("TextLabel")
        title.Text = modelName
        title.Size = UDim2.new(1, -20, 0, 25)
        title.Position = UDim2.new(0, 10, 0, 5)
        title.BackgroundTransparency = 1
        title.TextColor3 = Color3.fromRGB(255, 255, 255)
        title.Font = Enum.Font.GothamBold
        title.TextSize = 14
        title.TextXAlignment = Enum.TextXAlignment.Left
        title.Parent = btn
        
        local info = Instance.new("TextLabel")
        info.Text = string.format("📊 %d params | Input: %d | Hidden: %d", paramCount, config.input, config.hidden)
        info.Size = UDim2.new(1, -20, 0, 20)
        info.Position = UDim2.new(0, 10, 0, 30)
        info.BackgroundTransparency = 1
        info.TextColor3 = Color3.fromRGB(180, 180, 180)
        info.Font = Enum.Font.Gotham
        info.TextSize = 11
        info.TextXAlignment = Enum.TextXAlignment.Left
        info.Parent = btn
        
        local lr = Instance.new("TextLabel")
        lr.Text = string.format("⚡ LR: %.2f", config.learning_rate)
        lr.Size = UDim2.new(1, -20, 0, 15)
        lr.Position = UDim2.new(0, 10, 0, 50)
        lr.BackgroundTransparency = 1
        lr.TextColor3 = Color3.fromRGB(150, 200, 255)
        lr.Font = Enum.Font.Gotham
        lr.TextSize = 10
        lr.TextXAlignment = Enum.TextXAlignment.Left
        lr.Parent = btn
        
        btn.MouseButton1Click:Connect(function()
            switch_model(modelName)
            modelPanel.Visible = false
        end)
        
        count = count + 1
    end
    
    modelScroll.CanvasSize = UDim2.new(0, 0, 0, (count * 70) + (count * 8))
end

local function handle_input(text)
    if CurrentSessionName == "Tutorial" or text:len() == 0 then return end
    
    inputBox.Text = ""
    
    local target = tonumber(text)
    
    if (target == 0 or target == 1) and INPUT_PARSING_PASSED and not CONVERSATIONAL_MODE then
        add_message("You", "Training: " .. target)
        local confidence, hidden = run_ai_inference(last_input_features)
        local result = train_network(target, hidden)
        add_message("🤖 RoAI", "Trained! " .. result)
        INPUT_PARSING_PASSED = false
        update_diagnostics()
    else
        add_message("You", text)
        local confidence, hidden = run_ai_inference(preprocess_text(text))
        
        if CONVERSATIONAL_MODE then
            local response = generate_intelligent_response(text, confidence)
            add_message("🤖 RoAI", response)
        else
            local response, color = generate_conversational_response(confidence)
            add_message("🤖 RoAI", string.format(response .. " (%.2f) - Train with 0/1", confidence))
            INPUT_PARSING_PASSED = true
        end
    end
end

-- ===================================
-- UI INTERACTIONS
-- ===================================

local dragging = false
local dragStart, startPos

topBar.InputBegan:Connect(function(input)
    if input.UserInputType == Enum.UserInputType.MouseButton1 or input.UserInputType == Enum.UserInputType.Touch then
        dragging = true
        dragStart = input.Position
        startPos = mainFrame.Position
    end
end)

UserInputService.InputChanged:Connect(function(input)
    if dragging and (input.UserInputType == Enum.UserInputType.MouseMovement or input.UserInputType == Enum.UserInputType.Touch) then
        local delta = input.Position - dragStart
        mainFrame.Position = UDim2.new(
            startPos.X.Scale, startPos.X.Offset + delta.X,
            startPos.Y.Scale, startPos.Y.Offset + delta.Y
        )
    end
end)

UserInputService.InputEnded:Connect(function(input)
    if input.UserInputType == Enum.UserInputType.MouseButton1 or input.UserInputType == Enum.UserInputType.Touch then
        dragging = false
    end
end)

modeToggle.MouseButton1Click:Connect(function()
    CONVERSATIONAL_MODE = not CONVERSATIONAL_MODE
    if CONVERSATIONAL_MODE then
        modeToggle.Text = "💬 Chat"
        modeToggle.TextColor3 = Color3.fromRGB(100, 200, 255)
        modeToggle.BackgroundColor3 = Color3.fromRGB(40, 50, 65)
    else
        modeToggle.Text = "📖 Training"
        modeToggle.TextColor3 = Color3.fromRGB(255, 200, 100)
        modeToggle.BackgroundColor3 = Color3.fromRGB(40, 40, 45)
    end
    update_diagnostics()
end)

settingsBtn.MouseButton1Click:Connect(function()
    if CurrentSessionName ~= "Tutorial" then
        lastReturnSession = CurrentSessionName
    end
    
    settingsPanel.Visible = not settingsPanel.Visible
    chatScroll.Visible = not settingsPanel.Visible and ChatSessions[CurrentSessionName] ~= nil
    inputContainer.Visible = not settingsPanel.Visible and ChatSessions[CurrentSessionName] ~= nil
    tutorialPanel.Visible = not settingsPanel.Visible and CurrentSessionName == "Tutorial"
    
    if settingsPanel.Visible then
        update_diagnostics()
    end
end)

local isMinimized = false
local originalSize = mainFrame.Size

minimizeBtn.MouseButton1Click:Connect(function()
    if not isMinimized then
        TweenService:Create(mainFrame, TweenInfo.new(0.2), {
            Size = UDim2.new(0, 800, 0, 50)
        }):Play()
        contentFrame.Visible = false
        sidebar.Visible = false
        minimizeBtn.Text = "□"
        isMinimized = true
    else
        TweenService:Create(mainFrame, TweenInfo.new(0.2), {
            Size = originalSize
        }):Play()
        wait(0.2)
        contentFrame.Visible = true
        sidebar.Visible = true
        minimizeBtn.Text = "−"
        isMinimized = false
    end
end)

closeBtn.MouseButton1Click:Connect(function()
    mainFrame.Visible = false
    floatingBtn.Visible = true
end)

floatingBtn.MouseButton1Click:Connect(function()
    floatingBtn.Visible = false
    mainFrame.Visible = true
    if isMinimized then
        TweenService:Create(mainFrame, TweenInfo.new(0.2), {
            Size = originalSize
        }):Play()
        wait(0.2)
        contentFrame.Visible = true
        sidebar.Visible = true
        minimizeBtn.Text = "−"
        isMinimized = false
    end
end)

newChatBtn.MouseButton1Click:Connect(function()
    local num = 1
    while ChatSessions["Session " .. num] do
        num = num + 1
    end
    local newName = "Session " .. num
    
    ChatSessions[newName] = {
        messages = {{sender = "🤖 RoAI", text = "New session with " .. CURRENT_MODEL_NAME .. "!", isAI = true}},
        params = initialize_parameters(),
        model = CURRENT_MODEL_NAME
    }
    load_session(newName)
end)

sendBtn.MouseButton1Click:Connect(function()
    handle_input(inputBox.Text)
end)

inputBox.FocusLost:Connect(function(enter)
    if enter then
        handle_input(inputBox.Text)
    end
end)

modelsBtn.MouseButton1Click:Connect(function()
    populate_model_list()
    modelPanel.Visible = true
end)

modelCloseBtn.MouseButton1Click:Connect(function()
    modelPanel.Visible = false
end)

lrInput.FocusLost:Connect(function()
    local newLR = tonumber(lrInput.Text)
    if newLR and newLR > 0 and newLR <= 2 then
        current_learning_rate = newLR
        update_diagnostics()
    else
        lrInput.Text = string.format("%.2f", current_learning_rate)
    end
end)

createModelBtn.MouseButton1Click:Connect(function()
    creatorPanel.Visible = true
end)

creatorCloseBtn.MouseButton1Click:Connect(function()
    creatorPanel.Visible = false
    if lastReturnSession ~= "Tutorial" and ChatSessions[lastReturnSession] then
        load_session(lastReturnSession)
    end
end)

local function updateParamCount()
    local input = tonumber(inputSizeInput.Text) or 0
    local hidden = tonumber(hiddenSizeInput.Text) or 0
    local params = (input * hidden) + hidden + hidden + 1
    paramCountLabel.Text = "📊 Parameters: " .. params
end

inputSizeInput:GetPropertyChangedSignal("Text"):Connect(updateParamCount)
hiddenSizeInput:GetPropertyChangedSignal("Text"):Connect(updateParamCount)

createFinalBtn.MouseButton1Click:Connect(function()
    local modelName = nameInput.Text
    local inputSize = tonumber(inputSizeInput.Text)
    local hiddenSize = tonumber(hiddenSizeInput.Text)
    local lr = tonumber(lrCreatorInput.Text)
    
    if modelName == "" or not inputSize or not hiddenSize or not lr then
        createFinalBtn.Text = "❌ Fill all fields!"
        wait(2)
        createFinalBtn.Text = "✨ Create Model"
        return
    end
    
    if inputSize < 10 or inputSize > 200 or hiddenSize < 10 or hiddenSize > 500 then
        createFinalBtn.Text = "❌ Invalid sizes!"
        wait(2)
        createFinalBtn.Text = "✨ Create Model"
        return
    end
    
    MODEL_PRESETS[modelName] = {
        input = inputSize,
        hidden = hiddenSize,
        output = 1,
        learning_rate = lr
    }
    
    createFinalBtn.Text = "✅ Model Created!"
    wait(1)
    creatorPanel.Visible = false
    createFinalBtn.Text = "✨ Create Model"
    
    nameInput.Text = ""
    inputSizeInput.Text = ""
    hiddenSizeInput.Text = ""
    lrCreatorInput.Text = ""
    
    if lastReturnSession ~= "Tutorial" and ChatSessions[lastReturnSession] then
        load_session(lastReturnSession)
    end
end)

saveBtn.MouseButton1Click:Connect(function()
    local success = pcall(save_all_sessions)
    if success then
        saveBtn.Text = "✅ Saved!"
        wait(1.5)
        saveBtn.Text = "💾 Save All Sessions"
    else
        saveBtn.Text = "❌ Error"
        wait(1.5)
        saveBtn.Text = "💾 Save All Sessions"
    end
end)

loadBtn.MouseButton1Click:Connect(function()
    local success = pcall(load_all_sessions)
    if success then
        loadBtn.Text = "✅ Loaded!"
        local first = next(ChatSessions)
        if first then load_session(first) end
        wait(1.5)
        loadBtn.Text = "📂 Load Sessions"
    else
        loadBtn.Text = "❌ No Save Found"
        wait(1.5)
        loadBtn.Text = "📂 Load Sessions"
    end
end)

exportBtn.MouseButton1Click:Connect(function()
    local exportStr = generate_export_string()
    setclipboard(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