import { useState, useEffect, useCallback, useRef } from 'react';
import { useNavigate, useLocation } from 'react-router-dom';
import { useNavigation } from '@/contexts/NavigationContext';
import { zodResolver } from "@hookform/resolvers/zod";
import { useForm } from "react-hook-form";
import { z } from "zod";
import { 
  MessageSquare, 
  Upload, 
  RefreshCw, 
  AlertCircle, 
  List, 
  Users,
  FileText,
  Play,
  UploadCloud,
  Loader2,
  Search,
  Filter,
  Folder,
  FolderPlus,
  MoreHorizontal,
  Plus,
  Check,
  X,
  Download,
  Info
} from 'lucide-react';
import { toast } from 'sonner';
import { personasApi, focusGroupsApi, foldersApi } from '@/lib/api';
import GenerationProgressBar from '@/components/ui/GenerationProgressBar';
import DiscussionGuideViewer from './focus-group-session/DiscussionGuideViewer';
import AssetUploader from '@/components/AssetUploader';

import { Button } from "@/components/ui/button";
import {
  Form,
  FormControl,
  FormDescription,
  FormField,
  FormItem,
  FormLabel,
  FormMessage,
} from "@/components/ui/form";
import { Input } from "@/components/ui/input";
import { Textarea } from "@/components/ui/textarea";
import { Card, CardContent } from "@/components/ui/card";
import { Badge } from "@/components/ui/badge";
import {
  Dialog,
  DialogContent,
  DialogDescription,
  DialogHeader,
  DialogTitle,
  DialogTrigger,
  DialogFooter,
} from "@/components/ui/dialog";
import {
  Accordion,
  AccordionContent,
  AccordionItem,
  AccordionTrigger,
} from "@/components/ui/accordion";
import {
  Select,
  SelectContent,
  SelectItem,
  SelectTrigger,
  SelectValue,
} from "@/components/ui/select";
import { Tabs, TabsContent, TabsList, TabsTrigger } from "@/components/ui/tabs";
import { 
  DropdownMenu, 
  DropdownMenuContent, 
  DropdownMenuItem, 
  DropdownMenuTrigger 
} from '@/components/ui/dropdown-menu';
import { Label } from "@/components/ui/label";
import { Checkbox } from "@/components/ui/checkbox";
import UserCard from "@/components/UserCard";
import { Persona } from "@/types/persona";

// Define folder interface (database-compatible)
interface Folder {
  _id: string;
  id?: string; // Legacy compatibility
  name: string;
  created_at?: string;
  created_by?: string;
  updated_at?: string;
}

// Default folder ID for "All Personas"
const DEFAULT_FOLDER_ID = 'all';

// Define filter state interface
interface FilterState {
  age: string[];
  gender: string[];
  occupation: string[];
  location: string[];
  techSavviness: string[];
  ethnicity: string[];
}

const formSchema = z.object({
  researchBrief: z.string().min(10, {
    message: "Research brief must be at least 10 characters.",
  }),
  focusGroupName: z.string().min(3, {
    message: "Focus group name must be at least 3 characters.",
  }),
  discussionTopics: z.string().min(10, {
    message: "Discussion topics are required.",
  }),
  duration: z.string().min(1, {
    message: "Duration is required.",
  }),
  llm_model: z.string().optional(),
  reasoning_effort: z.string().optional(),
  verbosity: z.string().optional(),
});

// Sample discussion guide sections - We'll keep this but fetch real personas from the database

// Sample discussion guide sections
const sampleGuide = {
  introduction: "Welcome to our focus group discussion. Today we'll be exploring your experiences and opinions on [product/service]. There are no right or wrong answers, we're just interested in your honest thoughts.",
  warmup: "Let's start by introducing ourselves and sharing a bit about your background and daily routines relevant to this topic.",
  exploration: "Now, let's dive deeper into your experiences with similar products. What features do you find most valuable? What frustrations have you encountered?",
  creative: "We'll now show you some concepts and get your feedback. Please be honest and specific in your reactions.",
  conclusion: "To wrap up, I'd like to hear your final thoughts on what we've discussed today and any additional insights you'd like to share."
};

interface FocusGroupModeratorProps {
  draftToEdit?: any | null;
  onDraftSaved?: () => void;
  preSelectedParticipants?: string[];
}

export default function FocusGroupModerator({ draftToEdit, onDraftSaved, preSelectedParticipants = [] }: FocusGroupModeratorProps = {}) {
  console.log('FocusGroupModerator component rendering, draftToEdit:', draftToEdit);
  const navigate = useNavigate();
  const location = useLocation();
  const { setPreviousRoute, navigationState, clearNavigationState } = useNavigation();
  const [activeTab, setActiveTab] = useState('setup');
  const [isGenerating, setIsGenerating] = useState(false);
  const [guideGenerationComplete, setGuideGenerationComplete] = useState(false);
  const [guideGenerationError, setGuideGenerationError] = useState(false);
  const [discussionGuide, setDiscussionGuide] = useState<string | any | null>(null);
  const [draftFocusGroupId, setDraftFocusGroupId] = useState<string | null>(null);
  
  // Track if discussion guide is being edited to prevent updates during editing
  const [isEditingGuide, setIsEditingGuide] = useState(false);
  
  // Ref to access current discussionGuide in callbacks without adding it as dependency
  const discussionGuideRef = useRef(discussionGuide);
  discussionGuideRef.current = discussionGuide;
  
  // Track if we've already loaded the draft to prevent re-loading
  const draftLoadedRef = useRef(false);
  
  // Helper function to determine if discussion guide is JSON format
  const isJsonFormat = (guide: any): boolean => {
    return guide && typeof guide === 'object' && guide.title && guide.sections;
  };
  const [selectedParticipants, setSelectedParticipants] = useState<string[]>([]);
  const [backendAssets, setBackendAssets] = useState<any[]>([]);
  const [isLoadingAssets, setIsLoadingAssets] = useState(false);
  const [personas, setPersonas] = useState<any[]>([]);
  const [isLoadingPersonas, setIsLoadingPersonas] = useState(false);
  
  // Download state
  const [isDownloadingGuide, setIsDownloadingGuide] = useState(false);
  
  // Folder state
  const [folders, setFolders] = useState<Folder[]>([]);
  const [selectedFolder, setSelectedFolder] = useState<string>(DEFAULT_FOLDER_ID);
  const [isCreatingFolder, setIsCreatingFolder] = useState(false);
  const [newFolderName, setNewFolderName] = useState('');
  const [folderToRename, setFolderToRename] = useState<Folder | null>(null);
  const [renameFolderName, setRenameFolderName] = useState('');
  
  // Filter state
  const [searchTerm, setSearchTerm] = useState('');
  const [isFilterOpen, setIsFilterOpen] = useState(false);
  const [activeFilters, setActiveFilters] = useState<FilterState>({
    age: [],
    gender: [],
    occupation: [],
    location: [],
    techSavviness: [],
    ethnicity: [],
  });
  const [workingFilters, setWorkingFilters] = useState<FilterState>({
    age: [],
    gender: [],
    occupation: [],
    location: [],
    techSavviness: [],
    ethnicity: [],
  });
  
  
  // Auto-save state management
  const [autoSaveStatus, setAutoSaveStatus] = useState<'idle' | 'saving' | 'saved' | 'error'>('idle');
  const [lastSavedData, setLastSavedData] = useState<any>(null);
  const [saveRetryCount, setSaveRetryCount] = useState(0);
  const debouncedSaveTimerRef = useRef<NodeJS.Timeout | null>(null);
  const isSavingRef = useRef(false);
  const isLoadingDraftRef = useRef(false);
  
  // Handler for persona view details navigation
  const handlePersonaViewDetails = (persona: Persona) => {
    // Set navigation context with current focus group state
    setPreviousRoute('/focus-groups', {
      focusGroupId: draftFocusGroupId,
      focusGroupTab: 'participants',
      isNewFocusGroup: !draftToEdit,
      focusGroupData: {
        name: form.getValues('name'),
        description: form.getValues('description'),
        selectedParticipants: selectedParticipants,
        discussionGuide: discussionGuide,
      }
    });
    
    // Navigate to persona profile page
    navigate(`/synthetic-users/${persona.id}`);
  };
  
  // Function to collect unique filter options from personas
  const getFilterOptions = (personas: any[]) => {
    const options = {
      age: new Set<string>(),
      gender: new Set<string>(),
      occupation: new Set<string>(),
      location: new Set<string>(),
      techSavviness: new Set<string>(),
      ethnicity: new Set<string>(),
    };

    personas.forEach(persona => {
      // Add each attribute to the corresponding set
      if (persona.age) options.age.add(persona.age);
      if (persona.gender) options.gender.add(persona.gender);
      if (persona.occupation) options.occupation.add(persona.occupation);
      if (persona.location) options.location.add(persona.location);
      
      // Map numeric ranges to descriptive labels
      if (persona.techSavviness !== undefined) {
        const techLevel = 
          persona.techSavviness < 30 ? 'Low (0-30)' :
          persona.techSavviness < 70 ? 'Medium (31-70)' :
          'High (71-100)';
        options.techSavviness.add(techLevel);
      }
      
      // Convert boolean values to string labels
      
      if (persona.ethnicity) options.ethnicity.add(persona.ethnicity);
    });

    // Convert sets to sorted arrays
    return {
      age: Array.from(options.age).sort(),
      gender: Array.from(options.gender).sort(),
      occupation: Array.from(options.occupation).sort(),
      location: Array.from(options.location).sort(),
      techSavviness: Array.from(options.techSavviness).sort((a, b) => {
        const order = ['Low (0-30)', 'Medium (31-70)', 'High (71-100)'];
        return order.indexOf(a) - order.indexOf(b);
      }),
      ethnicity: Array.from(options.ethnicity).sort(),
    };
  };
  
  // Get filtered filter options based on current selections
  const getFilteredOptions = (currentCategory: keyof FilterState) => {
    // Create a temporary filter state without the current category
    const tempFilters = {...workingFilters};
    tempFilters[currentCategory] = []; // Clear the current category
    
    // Filter the personas using the temporary filters
    const eligiblePersonas = personas.filter(persona => {
      // For folder filtering (persona-centric storage)
      let matchesFolder = true;
      if (selectedFolder !== DEFAULT_FOLDER_ID) {
        matchesFolder = false;
        
        // Check if persona belongs to selected folder using persona-centric storage
        // Check persona.folder_ids array (new approach)
        if (persona.folder_ids && Array.isArray(persona.folder_ids)) {
          matchesFolder = persona.folder_ids.includes(selectedFolder);
        }
        
        // Legacy support for single folder_id properties
        if (!matchesFolder && (persona.folder_id === selectedFolder || persona.folderId === selectedFolder)) {
          matchesFolder = true;
        }
      }
      
      if (!matchesFolder) return false;
      
      // Apply all filters except the one for the current category
      return Object.entries(tempFilters).every(([category, values]) => {
        if (values.length === 0) return true; // Skip empty filter arrays
        
        const cat = category as keyof FilterState;
        
        if (cat === 'techSavviness' && persona.techSavviness !== undefined) {
          const techLevel = 
            persona.techSavviness < 30 ? 'Low (0-30)' :
            persona.techSavviness < 70 ? 'Medium (31-70)' :
            'High (71-100)';
          return values.includes(techLevel);
        }
        else if (cat === 'age' && persona.age) {
          return values.includes(persona.age);
        }
        else if (cat === 'gender' && persona.gender) {
          return values.includes(persona.gender);
        }
        else if (cat === 'occupation' && persona.occupation) {
          return values.includes(persona.occupation);
        }
        else if (cat === 'location' && persona.location) {
          return values.includes(persona.location);
        }
        else if (cat === 'ethnicity' && persona.ethnicity) {
          return values.includes(persona.ethnicity);
        }
        
        return true; // No matching filter for this category
      });
    });
    
    // Now get the filter options from the filtered personas
    return getFilterOptions(eligiblePersonas);
  };

  // Apply filters function
  const applyFilters = () => {
    setIsFilterOpen(false);
    setTimeout(() => {
      setActiveFilters({...workingFilters});
    }, 0);
  };
  
  // Reset working filters
  const handleResetFilters = () => {
    setWorkingFilters({
      age: [],
      gender: [],
      occupation: [],
      location: [],
      techSavviness: [],
      ethnicity: [],
    });
  };
  
  // Toggle a filter value
  const toggleFilter = (category: keyof FilterState, value: string) => {
    setWorkingFilters(prev => {
      const newFilters = {...prev};
      // If value is already selected, remove it
      if (newFilters[category].includes(value)) {
        newFilters[category] = newFilters[category].filter(v => v !== value);
      } else {
        // Otherwise add it
        newFilters[category] = [...newFilters[category], value];
      }
      return newFilters;
    });
  };
  
  // Function to fetch folders from database
  const fetchFolders = async () => {
    try {
      const response = await foldersApi.getAll();
      const serverFolders = response.data;
      
      // Convert server folder format to match frontend expectations
      const processedFolders: Folder[] = serverFolders.map((folder: any) => ({
        ...folder,
        id: folder._id // Add legacy id field for compatibility
      }));
      
      setFolders(processedFolders);
      return processedFolders;
    } catch (error) {
      console.error("Error fetching folders:", error);
      toast.error("Failed to load folders");
      setFolders([]);
      return [];
    }
  };

  // Folder management functions
  const createNewFolder = async () => {
    if (!newFolderName.trim()) {
      toast.error("Please enter a folder name");
      return;
    }
    
    try {
      const response = await foldersApi.create({
        name: newFolderName.trim()
      });
      
      // Refresh folders from server
      await fetchFolders();
      
      setNewFolderName('');
      setIsCreatingFolder(false);
      
      toast.success(`Folder "${newFolderName}" created`);
    } catch (error) {
      console.error("Error creating folder:", error);
      toast.error("Failed to create folder");
    }
  };
  
  const cancelFolderCreation = () => {
    setNewFolderName('');
    setIsCreatingFolder(false);
  };
  
  const startRenameFolder = (folder: Folder) => {
    setFolderToRename(folder);
    setRenameFolderName(folder.name);
  };
  
  const completeRenameFolder = async () => {
    if (!folderToRename || !renameFolderName.trim()) {
      setFolderToRename(null);
      return;
    }
    
    try {
      await foldersApi.update(folderToRename._id, {
        name: renameFolderName.trim()
      });
      
      // Refresh folders from server
      await fetchFolders();
      
      setFolderToRename(null);
      toast.success(`Folder renamed to "${renameFolderName}"`);
    } catch (error) {
      console.error("Error renaming folder:", error);
      toast.error("Failed to rename folder");
      setFolderToRename(null);
    }
  };
  
  const cancelRenameFolder = () => {
    setFolderToRename(null);
    setRenameFolderName('');
  };
  
  // Note: Synchronization is no longer needed with persona-centric storage
  // Folder membership is stored in persona.folder_ids array server-side

  // Fetch personas and folders from the database when component mounts
  useEffect(() => {
    const fetchPersonas = async () => {
      setIsLoadingPersonas(true);
      try {
        const response = await personasApi.getAll();
        console.log("Fetched personas for FocusGroupModerator:", response.data);
        
        if (Array.isArray(response.data) && response.data.length > 0) {
          setPersonas(response.data);
        } else {
          console.warn("No personas returned from API or invalid format", response.data);
          toast.warning("No participants available");
        }
      } catch (error) {
        console.error("Error fetching personas:", error);
        toast.error("Failed to load participants");
      } finally {
        setIsLoadingPersonas(false);
      }
    };
    
    const loadData = async () => {
      // Load both folders and personas from database
      await Promise.all([
        fetchFolders(),
        fetchPersonas()
      ]);
    };
    
    loadData();
  }, []);
  
  // Note: Folder management is now handled server-side with persona-centric storage
  // No localStorage saving or manual synchronization needed
  
  console.log('About to initialize form with useForm hook');
  const form = useForm<z.infer<typeof formSchema>>({
    resolver: zodResolver(formSchema),
    defaultValues: {
      researchBrief: "",
      focusGroupName: "",
      discussionTopics: "",
      duration: "60",
      llm_model: "gemini-2.5-pro",
      reasoning_effort: "medium",
      verbosity: "medium",
    },
  });
  console.log('Form initialized successfully');

  // Simplified auto-save trigger function - only debounced save on changes
  const triggerAutoSave = () => {
    if (activeTab !== 'setup' || isLoadingDraftRef.current) return;
    
    // Clear existing debounced timer
    if (debouncedSaveTimerRef.current) {
      clearTimeout(debouncedSaveTimerRef.current);
    }
    
    // Schedule debounced save - create inline function to avoid dependencies
    debouncedSaveTimerRef.current = setTimeout(async () => {
      if (isSavingRef.current) return;
      
      const values = form.getValues();
      const currentData = {
        name: values.focusGroupName || '',
        description: values.researchBrief || '',
        objective: values.researchBrief || '',
        topic: values.discussionTopics || '',
        duration: values.duration ? parseInt(values.duration) : 60,
        llm_model: values.llm_model || 'gemini-2.5-pro',
        reasoning_effort: values.reasoning_effort || 'medium',
        verbosity: values.verbosity || 'medium',
        participants: selectedParticipants,
        participants_count: selectedParticipants.length,
        status: 'draft',
        date: new Date().toISOString(),
        uploadedAssets: backendAssets.map(a => a.filename || a.original_name || 'unknown')
      };
      
      if (lastSavedData && JSON.stringify(currentData) === JSON.stringify(lastSavedData)) {
        return; // No changes
      }

      if (!currentData.name && !currentData.description && !currentData.topic) {
        return; // Don't save empty form
      }

      isSavingRef.current = true;
      setAutoSaveStatus('saving');

      try {
        // Use draftFocusGroupId from state, or fall back to draftToEdit ID if available
        let focusGroupId = draftFocusGroupId || (draftToEdit?.id || draftToEdit?._id);
        console.log("Auto-save: draftFocusGroupId =", draftFocusGroupId);
        console.log("Auto-save: draftToEdit ID =", draftToEdit?.id || draftToEdit?._id);
        console.log("Auto-save: using focusGroupId =", focusGroupId);
        console.log("Auto-save: llm_model in currentData =", currentData.llm_model);
        console.log("Auto-save: duration in currentData =", currentData.duration);
        
        if (!focusGroupId) {
          console.log("Auto-save: Creating NEW focus group (no existing ID)");
          const response = await focusGroupsApi.create(currentData);
          focusGroupId = response.data.focus_group_id || response.data.id || response.data._id;
          setDraftFocusGroupId(focusGroupId);
          console.log("Auto-save: Created new draft with ID:", focusGroupId);
        } else {
          console.log("Auto-save: Updating existing focus group:", focusGroupId);
          await focusGroupsApi.update(focusGroupId, currentData);
          console.log("Auto-save: Updated existing draft:", focusGroupId);
        }

        setLastSavedData(currentData);
        setAutoSaveStatus('saved');
        setSaveRetryCount(0);
        
        setTimeout(() => {
          setAutoSaveStatus('idle');
        }, 2000);

      } catch (error) {
        console.error("Auto-save failed:", error);
        setAutoSaveStatus('error');
        setSaveRetryCount(prev => prev + 1);
        
        if (saveRetryCount < 3) {
          const retryDelay = Math.pow(2, saveRetryCount) * 2000;
          setTimeout(() => {
            triggerAutoSave();
          }, retryDelay);
        } else {
          toast.error("Auto-save failed", {
            description: "Your changes may not be saved. Please check your connection.",
          });
        }
      } finally {
        isSavingRef.current = false;
      }
    }, 2000);
  };

  // Function to fetch backend assets  
  const fetchBackendAssets = async (focusGroupId: string) => {
    try {
      setIsLoadingAssets(true);
      const response = await focusGroupsApi.getAssets(focusGroupId);
      setBackendAssets(response.data.assets || []);
    } catch (error) {
      console.error("Error fetching backend assets:", error);
      toast.error("Failed to load asset information");
    } finally {
      setIsLoadingAssets(false);
    }
  };

  // Function to update asset name
  const updateAssetName = async (focusGroupId: string, filename: string, newName: string) => {
    try {
      await focusGroupsApi.updateAssetName(focusGroupId, filename, newName);
      
      // Update local state
      setBackendAssets(prev => prev.map(asset => 
        asset.filename === filename 
          ? { ...asset, user_assigned_name: newName }
          : asset
      ));
      
      toast.success("Asset name updated");
    } catch (error) {
      console.error("Error updating asset name:", error);
      toast.error("Failed to update asset name");
    }
  };

  // Watch for form field changes to trigger auto-save
  const watchedFields = form.watch();
  
  // Use refs to track previous values to prevent unnecessary saves
  const prevWatchedFieldsRef = useRef<string>('');
  const prevSelectedParticipantsRef = useRef<string>('');
  
  // Effect to handle form field changes and trigger auto-save
  useEffect(() => {
    const currentWatchedFields = JSON.stringify(watchedFields);
    if (activeTab === 'setup' && currentWatchedFields !== prevWatchedFieldsRef.current) {
      prevWatchedFieldsRef.current = currentWatchedFields;
      triggerAutoSave();
    }
  }, [watchedFields, activeTab]);

  // Effect to handle participant changes
  useEffect(() => {
    const currentParticipants = JSON.stringify(selectedParticipants);
    if (activeTab === 'setup' && currentParticipants !== prevSelectedParticipantsRef.current) {
      prevSelectedParticipantsRef.current = currentParticipants;
      triggerAutoSave();
    }
  }, [selectedParticipants, activeTab]);

  // Asset uploads are now handled immediately via AssetUploader component

  // Effect to clear timers when leaving setup tab or component unmounts
  useEffect(() => {
    if (activeTab !== 'setup') {
      // Clear debounced timer when leaving setup tab
      if (debouncedSaveTimerRef.current) {
        clearTimeout(debouncedSaveTimerRef.current);
      }
    }
    
    // Cleanup timer on unmount
    return () => {
      if (debouncedSaveTimerRef.current) {
        clearTimeout(debouncedSaveTimerRef.current);
      }
    };
  }, [activeTab]);
  
  // Effect to load draft data when editing an existing draft
  useEffect(() => {
    console.log("Draft loading effect - draftToEdit:", draftToEdit, "draftLoadedRef.current:", draftLoadedRef.current);
    
    // Reset loaded flag when draftToEdit changes
    if (!draftToEdit) {
      draftLoadedRef.current = false;
      return;
    }
    
    if (draftToEdit && !draftLoadedRef.current) {
      console.log("Loading draft focus group:", draftToEdit);
      isLoadingDraftRef.current = true; // Prevent auto-save during loading
      draftLoadedRef.current = true; // Mark as loaded to prevent re-loading
      
      // Set the draft ID
      const draftId = draftToEdit.id || draftToEdit._id;
      setDraftFocusGroupId(draftId);
      console.log("Setting draft ID from draftToEdit:", draftId);
      
      // Load backend assets for this focus group
      if (draftId) {
        fetchBackendAssets(draftId);
      }
      
      // Load form data if available
      if (draftToEdit.name) {
        form.setValue('focusGroupName', draftToEdit.name);
      }
      if (draftToEdit.description || draftToEdit.objective) {
        form.setValue('researchBrief', draftToEdit.description || draftToEdit.objective || '');
      }
      if (draftToEdit.topic) {
        form.setValue('discussionTopics', draftToEdit.topic);
      }
      if (draftToEdit.duration) {
        form.setValue('duration', draftToEdit.duration.toString());
      }
      if (draftToEdit.llm_model) {
        form.setValue('llm_model', draftToEdit.llm_model);
      }
      if (draftToEdit.reasoning_effort) {
        form.setValue('reasoning_effort', draftToEdit.reasoning_effort);
      }
      if (draftToEdit.verbosity) {
        form.setValue('verbosity', draftToEdit.verbosity);
      }
      
      // Load discussion guide if available
      if (draftToEdit.discussionGuide) {
        setDiscussionGuide(draftToEdit.discussionGuide);
        // If we have a discussion guide and no navigation state override, start on the review tab
        if (!navigationState.focusGroupTab || navigationState.previousRoute !== '/focus-groups') {
          setActiveTab('review');
        }
      }
      
      // Load selected participants if available
      if (draftToEdit.participants && Array.isArray(draftToEdit.participants)) {
        setSelectedParticipants(draftToEdit.participants);
      }
      
      // Set lastSavedData to current draft state to prevent immediate auto-save
      const currentDraftData = {
        name: draftToEdit.name || '',
        description: draftToEdit.description || draftToEdit.objective || '',
        objective: draftToEdit.description || draftToEdit.objective || '',
        topic: draftToEdit.topic || '',
        duration: draftToEdit.duration || 60,
        llm_model: draftToEdit.llm_model || 'gemini-2.5-pro',
        reasoning_effort: draftToEdit.reasoning_effort || 'medium',
        verbosity: draftToEdit.verbosity || 'medium',
        participants: draftToEdit.participants || [],
        participants_count: (draftToEdit.participants || []).length,
        status: 'draft',
        date: draftToEdit.date || new Date().toISOString(),
        uploadedAssets: backendAssets.map(a => a.filename || a.original_name || 'unknown')
      };
      setLastSavedData(currentDraftData);
      console.log("Set lastSavedData to current draft:", currentDraftData);

      toast.success("Draft focus group loaded", {
        description: "Continue editing your focus group setup"
      });
      
      // Allow auto-save after loading is complete
      setTimeout(() => {
        isLoadingDraftRef.current = false;
        // Ensure initial form state is captured after loading
        const initialFormState = JSON.stringify(form.getValues());
        prevWatchedFieldsRef.current = initialFormState;
      }, 1000); // Give it a second to settle
    }
  }, [draftToEdit, form]);

  // Effect to handle pre-selected participants from persona list
  useEffect(() => {
    if (preSelectedParticipants.length > 0) {
      console.log("Pre-selected participants received:", preSelectedParticipants);
      setSelectedParticipants(preSelectedParticipants);
      // Auto-switch to participants tab to show the pre-selected personas
      setActiveTab('participants');
    }
  }, [preSelectedParticipants]);

  // Handle navigation state to set the correct tab when returning from persona details
  useEffect(() => {
    if (navigationState.focusGroupTab && navigationState.previousRoute === '/focus-groups') {
      // Use setTimeout to ensure this runs after other tab-setting logic
      setTimeout(() => {
        setActiveTab(navigationState.focusGroupTab);
        // Clear navigation state after using it
        clearNavigationState();
      }, 0);
    }
  }, [navigationState.focusGroupTab, draftToEdit, clearNavigationState]); // Also depend on draftToEdit so this runs after draft loading

  // Initialize refs on mount for new focus groups (not editing drafts)
  useEffect(() => {
    if (!draftToEdit) {
      setTimeout(() => {
        isLoadingDraftRef.current = false;
        // Ensure initial form state is captured for new focus groups
        const initialFormState = JSON.stringify(form.getValues());
        prevWatchedFieldsRef.current = initialFormState;
      }, 500); // Allow initial render to complete
    }
  }, [draftToEdit, form]);


  // Save Status Indicator Component
  const SaveStatusIndicator = () => {
    if (autoSaveStatus === 'idle') return null;
    
    const statusConfig = {
      saving: { text: 'Saving...', className: 'text-blue-600 bg-blue-50' },
      saved: { text: 'All changes saved', className: 'text-green-600 bg-green-50' },
      error: { text: 'Save failed - retrying...', className: 'text-red-600 bg-red-50' }
    };
    
    const config = statusConfig[autoSaveStatus];
    
    return (
      <div className={`fixed top-16 left-1/2 transform -translate-x-1/2 z-50 px-3 py-1 rounded-md text-sm font-medium border shadow-sm ${config.className}`}>
        {config.text}
      </div>
    );
  };

  // Function to generate a discussion guide via the API
  const generateDiscussionGuide = async (values: z.infer<typeof formSchema>, focusGroupId?: string): Promise<string> => {
    // Reset states
    setIsGenerating(true);
    setGuideGenerationComplete(false);
    setGuideGenerationError(false);
    
    try {
      // Prepare data for API request
      const requestData = {
        name: values.focusGroupName,
        description: values.researchBrief,
        objective: values.researchBrief,
        topic: values.discussionTopics,
        duration: parseInt(values.duration),
        llm_model: values.llm_model,
        reasoning_effort: values.reasoning_effort,
        verbosity: values.verbosity
      };
      
      // Call API to generate discussion guide, with focus group ID if available
      const response = focusGroupId 
        ? await focusGroupsApi.generateDiscussionGuideForGroup(focusGroupId, requestData)
        : await focusGroupsApi.generateDiscussionGuide(requestData);
      
      // Check if we got a successful response with a discussion guide
      if (response.data && response.data.discussionGuide) {
        setGuideGenerationComplete(true);
        return response.data.discussionGuide;
      } else {
        throw new Error("Failed to generate discussion guide");
      }
    } catch (error) {
      console.error("Error generating discussion guide:", error);
      setGuideGenerationError(true);
      
      // Extract error message from axios error response
      let errorMessage = 'Unknown error occurred';
      if (error?.response?.data?.error) {
        errorMessage = error.response.data.error;
      } else if (error?.message) {
        errorMessage = error.message;
      }
      
      if (errorMessage.includes('500') || errorMessage.includes('internal error') || errorMessage.includes('Internal Server Error')) {
        toast.error("AI service temporarily unavailable", {
          description: "The discussion guide generator is experiencing issues. Please try again in a few minutes.",
          action: {
            label: "Retry",
            onClick: () => generateDiscussionGuide(values)
          }
        });
      } else {
        toast.error("Failed to generate discussion guide", {
          description: errorMessage,
          action: {
            label: "Retry",
            onClick: () => generateDiscussionGuide(values)
          }
        });
      }
      
      // Don't provide fallback template - throw the error to prevent showing dummy guide
      throw error;
    }
    // Note: Don't set isGenerating to false here - let the progress bar handle it
  };

  const handleGuideProgressComplete = () => {
    setIsGenerating(false);
    setGuideGenerationComplete(false);
    setGuideGenerationError(false);
  };

  async function onSubmit(values: z.infer<typeof formSchema>) {
    try {
      // Use existing focus group ID or create new draft for discussion guide generation
      let focusGroupId = draftFocusGroupId;
      
      if (!focusGroupId) {
        const draftData = {
          name: values.focusGroupName,
          status: 'draft',
          participants: selectedParticipants,
          participants_count: selectedParticipants.length,
          date: new Date().toISOString(),
          duration: parseInt(values.duration),
          topic: values.discussionTopics.split(',')[0].trim().toLowerCase().replace(/\s+/g, '-'),
          description: values.researchBrief,
          objective: values.researchBrief,
          llm_model: values.llm_model,
          reasoning_effort: values.reasoning_effort,
          verbosity: values.verbosity,
        };
        
        const savedDraft = await focusGroupsApi.create(draftData);
        focusGroupId = savedDraft.data.focus_group_id || savedDraft.data.id || savedDraft.data._id;
        setDraftFocusGroupId(focusGroupId);
        console.log("Draft focus group created for discussion guide generation:", savedDraft, "with ID:", focusGroupId);
      }
      
      // Assets are now uploaded immediately via AssetUploader component
      // No need to handle asset uploads here
      
      // Update focus group with current form values before generating guide
      // This ensures the backend uses the latest model selection
      if (focusGroupId) {
        try {
          const preUpdateData = {
            name: values.focusGroupName,
            participants: selectedParticipants,
            participants_count: selectedParticipants.length,
            duration: parseInt(values.duration),
            topic: values.discussionTopics.split(',')[0].trim().toLowerCase().replace(/\s+/g, '-'),
            description: values.researchBrief,
            objective: values.researchBrief,
            llm_model: values.llm_model,
            reasoning_effort: values.reasoning_effort,
            verbosity: values.verbosity
          };
          
          await focusGroupsApi.update(focusGroupId, preUpdateData);
          console.log("Focus group updated with latest form values before guide generation");
          console.log(`🔄 Updated focus group ${focusGroupId} with model: ${values.llm_model}`);
        } catch (error) {
          console.error("Failed to update focus group before guide generation:", error);
          // Continue anyway, as the generateDiscussionGuide will use form values as fallback
        }
      }
      
      try {
        // Generate discussion guide based on form input (after database is updated)
        const guide = await generateDiscussionGuide(values, focusGroupId);
        setDiscussionGuide(guide);
        
        // Update the focus group with the discussion guide
        try {
          const updateData = {
            name: values.focusGroupName,
            status: 'draft',
            participants: selectedParticipants,
            participants_count: selectedParticipants.length,
            date: new Date().toISOString(),
            duration: parseInt(values.duration),
            topic: values.discussionTopics.split(',')[0].trim().toLowerCase().replace(/\s+/g, '-'),
            description: values.researchBrief,
            objective: values.researchBrief,
            llm_model: values.llm_model,
            reasoning_effort: values.reasoning_effort,
            verbosity: values.verbosity,
            discussionGuide: guide
          };
          
          await focusGroupsApi.update(focusGroupId, updateData);
          console.log("Focus group updated with discussion guide");
          
          toast.success("Progress saved as draft", {
            description: "Your focus group setup has been automatically saved",
          });
        } catch (error) {
          console.error("Failed to update focus group with discussion guide:", error);
          toast.error("Failed to save draft", {
            description: "Discussion guide generated, but draft save failed",
          });
        }
        
        // Move to review tab after successful generation
        setActiveTab('review');
        
        toast.success("Discussion guide generated", {
          description: "Review and edit before proceeding",
        });
        
      } catch (guideError) {
        console.error("Discussion guide generation failed:", guideError);
        // Don't set discussion guide or move to review tab
        // Show error message with instruction to go back to setup tab and try again
        toast.error("Discussion guide generation failed", {
          description: "Please go back to the setup tab and try generating again. Check your inputs and try a different AI model if the issue persists.",
          duration: 8000, // Show longer so user can read the instruction
        });
        // Stay on current tab (setup) so user can try again
        return;
      }
      
    } catch (error) {
      console.error("Error in focus group creation flow:", error);
      toast.error("Focus group creation failed", {
        description: error.message || "An unexpected error occurred",
      });
    }
  }

  // Filtered personas based on search term, folder selection, and active filters
  const filteredPersonas = (() => {
    const filtered = personas.filter(persona => {
      // Text search matching
      const matchesSearch = (
        persona.name.toLowerCase().includes(searchTerm.toLowerCase()) ||
        (persona.occupation && persona.occupation.toLowerCase().includes(searchTerm.toLowerCase())) ||
        (persona.location && persona.location.toLowerCase().includes(searchTerm.toLowerCase()))
      );
      
      // Apply additional filter criteria
      const matchesFilters = 
        // Match age filter
        (activeFilters.age.length === 0 || activeFilters.age.includes(persona.age)) &&
        // Match gender filter
        (activeFilters.gender.length === 0 || activeFilters.gender.includes(persona.gender)) &&
        // Match occupation filter
        (activeFilters.occupation.length === 0 || activeFilters.occupation.includes(persona.occupation)) &&
        // Match location filter
        (activeFilters.location.length === 0 || activeFilters.location.includes(persona.location)) &&
        // Match ethnicity filter
        (activeFilters.ethnicity.length === 0 || 
          (persona.ethnicity && activeFilters.ethnicity.includes(persona.ethnicity))) &&
        // Match tech savviness filter (convert numeric value to text bucket)
        (activeFilters.techSavviness.length === 0 || 
          (persona.techSavviness !== undefined && activeFilters.techSavviness.includes(
            persona.techSavviness < 30 ? 'Low (0-30)' :
            persona.techSavviness < 70 ? 'Medium (31-70)' :
            'High (71-100)'
          ))) &&
true;
      
      // Folder filtering (persona-centric storage)
      let matchesFolder = true;
      
      // Only filter by folder if not the default "All Personas" folder
      if (selectedFolder !== DEFAULT_FOLDER_ID) {
        matchesFolder = false; // Start with false and set to true if it matches
        
        // Check if persona belongs to selected folder using persona-centric storage
        // Primary approach: Check persona.folder_ids array
        if (persona.folder_ids && Array.isArray(persona.folder_ids)) {
          matchesFolder = persona.folder_ids.includes(selectedFolder);
        }
        
        // Legacy support: Check single folder ID properties
        if (!matchesFolder) {
          if (persona.folder_id === selectedFolder || persona.folderId === selectedFolder) {
            matchesFolder = true;
          }
        }
      }
      
      return matchesSearch && matchesFilters && matchesFolder;
    });
    
    // Debug log filtered results
    console.log(`Filtered personas: ${filtered.length}/${personas.length}`);
    console.log(`Selected folder: ${selectedFolder === DEFAULT_FOLDER_ID ? 'All Personas' : 
      folders.find(f => f._id === selectedFolder || f.id === selectedFolder)?.name || selectedFolder}`);
    
    if (selectedFolder !== DEFAULT_FOLDER_ID) {
      const folder = folders.find(f => f._id === selectedFolder || f.id === selectedFolder);
      if (folder) {
        // Count personas that belong to this folder (persona-centric approach)
        const personasInFolder = personas.filter(p => {
          // Check folder_ids array
          if (p.folder_ids && Array.isArray(p.folder_ids)) {
            return p.folder_ids.includes(selectedFolder);
          }
          // Check legacy single folder properties
          return p.folder_id === selectedFolder || p.folderId === selectedFolder;
        });
        
        console.log(`Folder details: ${folder.name}, ID: ${folder._id}, Contains: ${personasInFolder.length} personas`);
        console.log(`Personas in this folder:`, personasInFolder.map(p => p.name));
      }
    }
    
    return filtered;
  })();

  const handleParticipantSelection = (id: string) => {
    console.log("Toggling selection for participant ID:", id);
    
    setSelectedParticipants(prev => {
      const isSelected = prev.includes(id);
      
      console.log("Current selection:", {
        id,
        isCurrentlySelected: isSelected,
        currentSelections: [...prev]
      });
      
      // Toggle selection
      const newSelection = isSelected
        ? prev.filter(pId => pId !== id)
        : [...prev, id];
      
      console.log("New selection:", newSelection);
      
      // Auto-save will be triggered by the useEffect watching selectedParticipants
      
      return newSelection;
    });
  };


  // Asset upload is now handled by AssetUploader component
  // This function is no longer needed

  // Function to save the focus group to the database
  const saveFocusGroup = async () => {
    try {
      // Get form values
      const values = form.getValues();
      
      const focusGroupData = {
        name: values.focusGroupName,
        status: 'in-progress',
        participants: selectedParticipants,
        participants_count: selectedParticipants.length,
        date: new Date().toISOString(),
        duration: parseInt(values.duration),
        topic: values.discussionTopics.split(',')[0].trim().toLowerCase().replace(/\s+/g, '-'),
        discussionGuide: discussionGuide
      };
      
      // Use the API from lib/api.ts to save the focus group
      const response = await focusGroupsApi.create(focusGroupData);
      
      const result = response.data;
      console.log("Focus group created successfully:", result);
      return result.focus_group_id;
    } catch (error) {
      console.error('Error saving focus group:', error);
      throw error;
    }
  };

  // Function to download discussion guide as markdown
  const handleDownloadDiscussionGuide = useCallback(async () => {
    if (!discussionGuideRef.current) {
      toast.error("No discussion guide available", {
        description: "Please generate a discussion guide first"
      });
      return;
    }

    setIsDownloadingGuide(true);
    
    try {
      // Use the client-side download utility
      const { downloadDiscussionGuideAsMarkdown } = await import('@/utils/discussionGuideMarkdown');
      const formValues = form.getValues();
      
      downloadDiscussionGuideAsMarkdown(discussionGuideRef.current, formValues.focusGroupName);
      
      toast.success("Discussion guide downloaded", {
        description: "The guide has been saved to your downloads folder"
      });
    } catch (error) {
      console.error('Error downloading discussion guide:', error);
      toast.error("Download failed", {
        description: "Unable to download the discussion guide. Please try again."
      });
    } finally {
      setIsDownloadingGuide(false);
    }
  }, [form]); // Only depend on form, use ref for discussionGuide

  // Stable callback for saving discussion guide changes
  const handleSaveDiscussionGuide = useCallback(async (updatedGuide: any) => {
    console.log('📝 handleSaveDiscussionGuide called with:', updatedGuide);
    // Only update the discussion guide state if we're not currently editing
    // This prevents re-renders that would cause focus loss during editing
    if (!isEditingGuide) {
      setDiscussionGuide(updatedGuide);
      toast.success('Discussion guide updated', {
        description: 'Your changes have been saved.'
      });
    } else {
      // During editing, just update the ref so the latest version is available
      discussionGuideRef.current = updatedGuide;
      console.log('📝 Skipping discussionGuide state update during editing to preserve focus');
    }
  }, [isEditingGuide]);

  // Handle editing state changes from DiscussionGuideViewer
  const handleEditingStateChange = useCallback((editing: boolean) => {
    console.log('📝 Discussion guide editing state changed:', editing);
    setIsEditingGuide(editing);
    
    // When editing ends, update the discussion guide state with the latest version
    if (!editing && discussionGuideRef.current) {
      console.log('📝 Updating discussionGuide state after editing ended');
      setDiscussionGuide(discussionGuideRef.current);
    }
  }, []);

  // Stable dummy callbacks for optional props
  const handleSectionSelect = useCallback(() => {}, []);

  const handleStartFocusGroup = async () => {
    // Validate form data
    if (!form.getValues().focusGroupName) {
      toast.error("Missing focus group name", {
        description: "Please provide a name for the focus group",
      });
      return;
    }
    
    if (!discussionGuide) {
      toast.error("Missing discussion guide", {
        description: "Please generate a discussion guide first",
      });
      return;
    }
    
    if (selectedParticipants.length < 1) {
      toast.error("Not enough participants", {
        description: "Please select at least one participant for the focus group",
      });
      return;
    }
    
    console.log("Starting focus group with participants:", selectedParticipants);
    
    try {
      // Show loading toast
      toast.loading("Creating focus group...");
      
      // Save the focus group to the database first
      let focusGroupId;
      if (draftFocusGroupId) {
        // Update existing draft to in-progress status
        const values = form.getValues();
        const updatedFocusGroupData = {
          name: values.focusGroupName,
          status: 'in-progress',
          participants: selectedParticipants,
          participants_count: selectedParticipants.length,
          date: new Date().toISOString(),
          duration: parseInt(values.duration),
          topic: values.discussionTopics.split(',')[0].trim().toLowerCase().replace(/\s+/g, '-'),
          description: values.researchBrief,
          objective: values.researchBrief,
          discussionGuide: discussionGuide
        };
        
        const response = await focusGroupsApi.update(draftFocusGroupId, updatedFocusGroupData);
        focusGroupId = draftFocusGroupId;
        console.log("Draft focus group updated to in-progress:", response);
        
        // Notify parent component that draft was saved
        if (onDraftSaved) {
          onDraftSaved();
        }
      } else {
        // Create new focus group
        focusGroupId = await saveFocusGroup();
      }
      
      // Dismiss loading toast and show success
      toast.dismiss();
      toast.success("Focus group created successfully", {
        description: "The AI moderator is now running the session",
      });
      
      // Navigate to the focus group session
      navigate(`/focus-groups/${focusGroupId}`);
    } catch (error: any) {
      // Dismiss loading toast
      toast.dismiss();
      
      // Show specific error message if available
      const errorMessage = error?.message || "Unknown error";
      console.error("Failed to start focus group:", error);
      
      toast.error("Failed to create focus group", {
        description: "Please try again or check your connection",
      });
    }
  };

  return (
    <>
      {/* Auto-save Status Indicator */}
      <SaveStatusIndicator />
      
      <div className="glass-panel rounded-xl p-6">
        <div className="flex items-center gap-2 mb-6">
          <MessageSquare className="h-5 w-5 text-primary" />
          <h2 className="font-sf text-xl font-semibold">AI Focus Group Moderator</h2>
        </div>
      
      {/* Progress Bar - Consistent top placement for discussion guide generation */}
      {isGenerating && (
        <div className="mb-6">
          <GenerationProgressBar
            isActive={isGenerating}
            isComplete={guideGenerationComplete}
            hasError={guideGenerationError}
            label="Generating discussion guide"
            onComplete={handleGuideProgressComplete}
          />
        </div>
      )}
      
      <Tabs value={activeTab} onValueChange={setActiveTab}>
        <TabsList className="grid w-full grid-cols-3 mb-6">
          <TabsTrigger value="setup">Setup</TabsTrigger>
          <TabsTrigger value="review">Review & Edit</TabsTrigger>
          <TabsTrigger value="participants">Participants</TabsTrigger>
        </TabsList>
        
        <TabsContent value="setup">
          <Form {...form}>
            <form onSubmit={form.handleSubmit(onSubmit)} className="space-y-6">
              <FormField
                control={form.control}
                name="focusGroupName"
                render={({ field }) => (
                  <FormItem>
                    <FormLabel>Focus Group Name</FormLabel>
                    <FormControl>
                      <Input placeholder="e.g., Mobile App UX Evaluation" {...field} />
                    </FormControl>
                    <FormDescription>
                      Give your focus group a descriptive name
                    </FormDescription>
                    <FormMessage />
                  </FormItem>
                )}
              />
              
              <div className="grid grid-cols-1 md:grid-cols-2 gap-6">
                <FormField
                  control={form.control}
                  name="researchBrief"
                  render={({ field }) => (
                    <FormItem>
                      <FormLabel>Research Brief</FormLabel>
                      <FormControl>
                        <Textarea 
                          placeholder="Describe your research objectives..." 
                          className="h-36"
                          {...field} 
                        />
                      </FormControl>
                      <FormDescription>
                        Provide context about what you want to learn
                      </FormDescription>
                      <FormMessage />
                    </FormItem>
                  )}
                />
                
                <div className="space-y-6">
                  <FormField
                    control={form.control}
                    name="discussionTopics"
                    render={({ field }) => (
                      <FormItem>
                        <FormLabel>Discussion Topics</FormLabel>
                        <FormControl>
                          <Textarea 
                            placeholder="List main topics to cover, separated by commas" 
                            className="h-24"
                            {...field} 
                          />
                        </FormControl>
                        <FormDescription>
                          E.g., User experience, feature preferences, pain points
                        </FormDescription>
                        <FormMessage />
                      </FormItem>
                    )}
                  />
                  
                  <FormField
                    control={form.control}
                    name="duration"
                    render={({ field }) => (
                      <FormItem>
                        <FormLabel>Duration (minutes)</FormLabel>
                        <Select onValueChange={field.onChange} value={field.value}>
                          <FormControl>
                            <SelectTrigger>
                              <SelectValue placeholder="Select duration" />
                            </SelectTrigger>
                          </FormControl>
                          <SelectContent>
                            <SelectItem value="30">30 minutes</SelectItem>
                            <SelectItem value="45">45 minutes</SelectItem>
                            <SelectItem value="60">60 minutes</SelectItem>
                            <SelectItem value="90">90 minutes</SelectItem>
                            <SelectItem value="120">120 minutes</SelectItem>
                          </SelectContent>
                        </Select>
                        <FormDescription>
                          How long should the focus group session last?
                        </FormDescription>
                        <FormMessage />
                      </FormItem>
                    )}
                  />
                  
                  <FormField
                    control={form.control}
                    name="llm_model"
                    render={({ field }) => (
                      <FormItem>
                        <FormLabel>AI Model</FormLabel>
                        <Select onValueChange={field.onChange} value={field.value}>
                          <FormControl>
                            <SelectTrigger>
                              <SelectValue placeholder="Select AI model" />
                            </SelectTrigger>
                          </FormControl>
                          <SelectContent>
                            <SelectItem value="gemini-2.5-pro">Gemini 2.5 Pro</SelectItem>
                            <SelectItem value="gpt-4.1">GPT-4.1</SelectItem>
                            <SelectItem value="gpt-5">GPT-5</SelectItem>
                          </SelectContent>
                        </Select>
                        <FormDescription>
                          Choose which AI model to use for generating responses and discussion guides
                        </FormDescription>
                        <FormMessage />
                      </FormItem>
                    )}
                  />

                  {/* GPT-5 specific parameters - only show when GPT-5 is selected */}
                  {form.watch("llm_model") === "gpt-5" && (
                    <>
                      {/* Reasoning Effort Parameter */}
                      <FormField
                        control={form.control}
                        name="reasoning_effort"
                        render={({ field }) => (
                          <FormItem>
                            <FormLabel>Reasoning Effort</FormLabel>
                            <Select onValueChange={field.onChange} value={field.value}>
                              <FormControl>
                                <SelectTrigger>
                                  <SelectValue placeholder="Select reasoning effort" />
                                </SelectTrigger>
                              </FormControl>
                              <SelectContent>
                                <SelectItem value="minimal">Minimal - Fast responses</SelectItem>
                                <SelectItem value="low">Low - Quick thinking</SelectItem>
                                <SelectItem value="medium">Medium - Balanced (default)</SelectItem>
                                <SelectItem value="high">High - Deep reasoning</SelectItem>
                              </SelectContent>
                            </Select>
                            <FormDescription>
                              Controls how much time GPT-5 spends thinking before responding
                            </FormDescription>
                            <div className="text-xs text-amber-600 font-medium mt-1">
Controls how much time GPT-5 spends thinking before responding
                            </div>
                            <FormMessage />
                          </FormItem>
                        )}
                      />

                      {/* Verbosity Parameter */}
                      <FormField
                        control={form.control}
                        name="verbosity"
                        render={({ field }) => (
                          <FormItem>
                            <FormLabel>Response Verbosity</FormLabel>
                            <Select onValueChange={field.onChange} value={field.value}>
                              <FormControl>
                                <SelectTrigger>
                                  <SelectValue placeholder="Select verbosity level" />
                                </SelectTrigger>
                              </FormControl>
                              <SelectContent>
                                <SelectItem value="low">Low - Concise responses</SelectItem>
                                <SelectItem value="medium">Medium - Balanced length (default)</SelectItem>
                                <SelectItem value="high">High - Detailed responses</SelectItem>
                              </SelectContent>
                            </Select>
                            <FormDescription>
                              Controls how detailed and lengthy GPT-5's responses will be
                            </FormDescription>
                            <div className="text-xs text-amber-600 font-medium mt-1">
Controls how much time GPT-5 spends thinking before responding
                            </div>
                            <FormMessage />
                          </FormItem>
                        )}
                      />
                    </>
                  )}
                </div>
              </div>
              
              {/* Asset Uploader */}
              <div>
                <label className="text-sm font-medium leading-none peer-disabled:cursor-not-allowed peer-disabled:opacity-70 mb-2 block">
                  Creative Assets (Optional)
                </label>
                <AssetUploader
                  focusGroupId={draftFocusGroupId}
                  disabled={!draftFocusGroupId}
                  onUploadComplete={(assets) => {
                    setBackendAssets(assets);
                    // Trigger auto-save to update focus group metadata
                  }}
                  onUploadError={(error) => {
                    console.error('Asset upload error:', error);
                    // Error handling is already done in AssetUploader component
                  }}
                  onAssetsChange={(assets) => {
                    setBackendAssets(assets);
                  }}
                  maxAssets={10}
                  allowedTypes={['image/*', 'application/pdf', 'video/*']}
                  label="Upload Creative Assets"
                  description="Upload images, mockups, or product designs for testing"
                />
                <p className="text-sm text-muted-foreground mt-2">
                  Upload visuals that you want feedback on during the session
                </p>
              </div>
              
              <div className="space-y-3">
                <div className="flex justify-end">
                  <Button 
                    type="submit"
                    disabled={isGenerating}
                    className="min-w-32"
                  >
                    <MessageSquare className="mr-2 h-4 w-4" />
                    {isGenerating ? "Generating..." : "Generate Discussion Guide"}
                  </Button>
                </div>
                
              </div>
            </form>
          </Form>
        </TabsContent>
        
        <TabsContent value="review">
          <div className="space-y-6">
            <Card>
              <CardContent className="p-6">
                <div className="flex items-center justify-between mb-4">
                  <div className="flex items-center gap-3">
                    <h3 className="font-sf text-lg font-medium">AI-Generated Discussion Guide</h3>
                    {discussionGuide && (
                      <Badge variant="outline" className="text-xs">
                        {isJsonFormat(discussionGuide) ? 'Structured JSON' : 'Legacy Text'}
                      </Badge>
                    )}
                  </div>
                </div>
                
                <div className="prose max-w-none">
                  {discussionGuide ? (
                      <DiscussionGuideViewer 
                        discussionGuide={discussionGuide}
                        showProgress={false}
                        collapsible={true}
                        defaultExpanded={true}
                        className="border-0"
                        onSave={handleSaveDiscussionGuide}
                        onDownload={handleDownloadDiscussionGuide}
                        onSectionSelect={handleSectionSelect}
                        isDownloading={isDownloadingGuide}
                        focusGroupId={draftFocusGroupId}
                        onEditingChange={handleEditingStateChange}
                      />
                  ) : (
                    <div className="bg-slate-50 p-4 rounded border text-center text-slate-600">
                      {guideGenerationError ? (
                        <div>
                          <p className="mb-2">Discussion guide generation failed.</p>
                          <p className="text-sm">Go back to the <strong>Setup</strong> tab and try generating again. Check your inputs and try a different AI model if the issue persists.</p>
                        </div>
                      ) : (
                        <p>No discussion guide generated yet. Complete the setup and click "Generate Discussion Guide" to create one.</p>
                      )}
                    </div>
                  )}
                </div>
              </CardContent>
            </Card>
            
            {backendAssets.length > 0 && (
              <Card>
                <CardContent className="p-6">
                  <h3 className="font-sf text-lg font-medium mb-4">Creative Assets</h3>
                  
                  <div className="space-y-3">
                    <p className="text-sm text-slate-600">
                      Assets that will be referenced in the discussion guide:
                    </p>
                    
                    <div className="space-y-2">
                      {backendAssets.map((asset, index) => {
                        const displayName = asset.user_assigned_name || `Asset ${index + 1}`;
                        return (
                          <div key={asset.filename} className="flex items-center gap-3 p-3 border rounded-lg bg-slate-50">
                            {/* Asset preview */}
                            <div className="w-10 h-10 bg-slate-200 rounded flex items-center justify-center flex-shrink-0">
                              {asset.mime_type?.startsWith('image/') ? (
                                <img 
                                  src={focusGroupsApi.getAssetUrl(draftFocusGroupId, asset.filename)} 
                                  alt={displayName} 
                                  className="max-h-full max-w-full object-contain rounded"
                                />
                              ) : (
                                <FileText className="h-6 w-6 text-slate-600" />
                              )}
                            </div>
                            
                            {/* Asset name */}
                            <div className="flex-grow">
                              <p className="font-medium text-sm">"{displayName}"</p>
                              <p className="text-xs text-slate-500">Will appear in discussion guide</p>
                            </div>
                          </div>
                        );
                      })}
                    </div>
                    
                    <div className="bg-blue-50 border border-blue-200 rounded-lg p-3">
                      <p className="text-sm text-blue-700">
                        <strong>Note:</strong> To rename assets, go back to the Setup tab and click the edit icon next to each asset.
                      </p>
                    </div>
                  </div>
                </CardContent>
              </Card>
            )}
            
            <div className="flex justify-between">
              <Button 
                variant="outline" 
                onClick={() => setActiveTab('setup')}
              >
                Back to Setup
              </Button>
              
              <Button 
                onClick={() => setActiveTab('participants')}
              >
                Select Participants
                <Users className="ml-2 h-4 w-4" />
              </Button>
            </div>
          </div>
        </TabsContent>
        
        <TabsContent value="participants">
          <div className="flex flex-col md:flex-row gap-6">
            {/* Folder sidebar */}
            <div className="w-full md:w-64 space-y-4">
              <div className="flex items-center justify-between">
                <h3 className="text-sm font-medium">Folders</h3>
                <Button 
                  variant="ghost" 
                  size="sm" 
                  onClick={() => {
                    console.log("Clicked 'Create new folder' button");
                    setIsCreatingFolder(true);
                  }}
                  className="h-7 w-7 p-0"
                >
                  <FolderPlus className="h-4 w-4" />
                </Button>
              </div>
              
              <div className="space-y-1">
                <button
                  onClick={() => {
                    console.log("Clicked 'All Personas' folder");
                    console.log("All personas count:", personas.length);
                    setSelectedFolder(DEFAULT_FOLDER_ID);
                    // Log filtered personas after state update
                    setTimeout(() => {
                      console.log(`Will show all ${personas.length} personas`);
                    }, 0);
                  }}
                  className={`w-full flex items-center space-x-2 px-3 py-2 text-sm rounded-md text-left transition-colors ${
                    selectedFolder === DEFAULT_FOLDER_ID 
                      ? 'bg-primary/10 text-primary font-medium' 
                      : 'hover:bg-slate-100'
                  }`}
                >
                  <Folder className="h-4 w-4" />
                  <span>All Personas</span>
                </button>
                
                {folders.map(folder => (
                  <div 
                    key={folder._id}
                    className="flex items-center justify-between group"
                  >
                    {folderToRename && folderToRename._id === folder._id ? (
                      <div className="flex-1 flex items-center px-3 py-2 space-x-2">
                        <Folder className="h-4 w-4" />
                        <Input
                          value={renameFolderName}
                          onChange={e => setRenameFolderName(e.target.value)}
                          placeholder="Folder name"
                          className="h-7 text-sm"
                          autoFocus
                          onKeyDown={e => {
                            if (e.key === 'Enter') {
                              completeRenameFolder();
                            } else if (e.key === 'Escape') {
                              cancelRenameFolder();
                            }
                          }}
                        />
                        <Button 
                          size="sm" 
                          variant="ghost" 
                          onClick={() => {
                            console.log(`Confirming folder rename: "${folderToRename?.name}" to "${renameFolderName}"`);
                            completeRenameFolder();
                          }}
                          className="h-7 w-7 p-0"
                        >
                          <Check className="h-4 w-4" />
                        </Button>
                        <Button 
                          size="sm" 
                          variant="ghost" 
                          onClick={() => {
                            console.log(`Cancelling rename of folder: "${folderToRename?.name}"`);
                            cancelRenameFolder();
                          }}
                          className="h-7 w-7 p-0"
                        >
                          <X className="h-4 w-4" />
                        </Button>
                      </div>
                    ) : (
                      <>
                        <button
                          onClick={() => {
                            console.log(`Clicked folder: ${folder.name} (ID: ${folder._id})`);
                            
                            // Count personas in this folder (persona-centric approach)
                            const personasInFolder = personas.filter(p => {
                              // Check folder_ids array
                              if (p.folder_ids && Array.isArray(p.folder_ids)) {
                                return p.folder_ids.includes(folder._id);
                              }
                              // Check legacy single folder properties
                              return p.folder_id === folder._id || p.folderId === folder._id;
                            });
                            
                            console.log(`Current persona count in folder: ${personasInFolder.length}`);
                            console.log("All personas count:", personas.length);
                            setSelectedFolder(folder._id);
                            
                            // Log filtered personas after state update
                            setTimeout(() => {
                              console.log(`Will show ${personasInFolder.length} personas after filtering`);
                              console.log("Filtered personas:", personasInFolder.map(p => p.name));
                            }, 0);
                          }}
                          className={`flex-1 flex items-center space-x-2 px-3 py-2 text-sm rounded-md text-left transition-colors ${
                            selectedFolder === folder._id 
                              ? 'bg-primary/10 text-primary font-medium' 
                              : 'hover:bg-slate-100'
                          }`}
                        >
                          <Folder className="h-4 w-4" />
                          <span>{folder.name}</span>
                          <span className="text-muted-foreground text-xs ml-auto">
                            {personas.filter(p => {
                              if (p.folder_ids && Array.isArray(p.folder_ids)) {
                                return p.folder_ids.includes(folder._id);
                              }
                              return p.folder_id === folder._id || p.folderId === folder._id;
                            }).length}
                          </span>
                        </button>
                        
                        <DropdownMenu>
                          <DropdownMenuTrigger asChild>
                            <Button 
                              variant="ghost" 
                              size="sm" 
                              className="h-7 w-7 p-0 opacity-0 group-hover:opacity-100"
                            >
                              <MoreHorizontal className="h-4 w-4" />
                            </Button>
                          </DropdownMenuTrigger>
                          <DropdownMenuContent align="end">
                            <DropdownMenuItem onClick={() => {
                              console.log(`Initiating rename for folder: ${folder.name} (ID: ${folder.id})`);
                              startRenameFolder(folder);
                            }}>
                              Rename
                            </DropdownMenuItem>
                          </DropdownMenuContent>
                        </DropdownMenu>
                      </>
                    )}
                  </div>
                ))}
                
                {isCreatingFolder && (
                  <div className="flex items-center px-3 py-2 space-x-2">
                    <div className="flex-1 flex items-center space-x-2">
                      <Folder className="h-4 w-4" />
                      <Input
                        value={newFolderName}
                        onChange={e => setNewFolderName(e.target.value)}
                        placeholder="Folder name"
                        className="h-7 text-sm"
                        autoFocus
                        onKeyDown={e => {
                          if (e.key === 'Enter') {
                            createNewFolder();
                          } else if (e.key === 'Escape') {
                            cancelFolderCreation();
                          }
                        }}
                      />
                    </div>
                    <Button 
                      size="sm" 
                      variant="ghost" 
                      onClick={() => {
                        console.log(`Confirming creation of new folder: "${newFolderName}"`);
                        createNewFolder();
                      }}
                      className="h-7 w-7 p-0"
                    >
                      <Check className="h-4 w-4" />
                    </Button>
                    <Button 
                      size="sm" 
                      variant="ghost" 
                      onClick={() => {
                        console.log("Cancelling folder creation");
                        cancelFolderCreation();
                      }}
                      className="h-7 w-7 p-0"
                    >
                      <X className="h-4 w-4" />
                    </Button>
                  </div>
                )}
              </div>
            </div>
            
            {/* Main content */}
            <div className="flex-1">
              <Card className="mb-4">
                <CardContent className="p-6">
                  <div className="flex flex-col space-y-6">
                    <div className="flex items-center justify-between">
                      <h3 className="font-sf text-lg font-medium">Select Participants</h3>
                      <div className="flex items-center">
                        <Users className="h-5 w-5 mr-2 text-muted-foreground" />
                        <span className="text-sm font-medium">
                          {selectedParticipants.length} of {filteredPersonas.length} selected
                        </span>
                      </div>
                    </div>
                    
                    {/* Search and filter bar */}
                    <div className="flex flex-col sm:flex-row gap-4">
                      <div className="relative flex-1">
                        <Search className="absolute left-3 top-1/2 transform -translate-y-1/2 text-muted-foreground h-4 w-4" />
                        <Input
                          placeholder="Search personas by name, occupation, or location..."
                          className="pl-10 bg-white"
                          value={searchTerm}
                          onChange={(e) => setSearchTerm(e.target.value)}
                        />
                      </div>
                      
                      <Button 
                        variant="outline" 
                        className="flex items-center gap-2"
                        onClick={() => setIsFilterOpen(true)}
                      >
                        <Filter className="h-4 w-4" />
                        <span>Filter{Object.values(activeFilters).some(arr => arr.length > 0) ? ` (${Object.values(activeFilters).reduce((count, arr) => count + arr.length, 0)})` : ''}</span>
                      </Button>
                    </div>
                    
                    {isLoadingPersonas ? (
                      <div className="flex justify-center items-center py-12">
                        <Loader2 className="h-8 w-8 animate-spin text-primary" />
                      </div>
                    ) : filteredPersonas.length > 0 ? (
                      <div className="grid grid-cols-1 sm:grid-cols-2 lg:grid-cols-3 gap-4">
                        {filteredPersonas.map((persona) => {
                          // Ensure we have a valid ID (use MongoDB _id if available)
                          const personaId = persona._id || persona.id;
                          
                          return (
                            <UserCard 
                              key={personaId}
                              user={{
                                id: personaId,
                                _id: persona._id,
                                name: persona.name,
                                age: persona.age,
                                gender: persona.gender,
                                occupation: persona.occupation,
                                location: persona.location || 'Unknown',
                                techSavviness: persona.techSavviness || 50,
                                personality: persona.personality || 'No description available',
                                oceanTraits: persona.oceanTraits,
                                qualitativeAttributes: persona.qualitativeAttributes,
                                topPersonalityTraits: persona.topPersonalityTraits,
                                aiSynthesizedBio: persona.aiSynthesizedBio,
                              }}
                              selected={selectedParticipants.includes(personaId)}
                              onSelectionToggle={() => handleParticipantSelection(personaId)}
                              onViewDetails={handlePersonaViewDetails}
                            />
                          );
                        })}
                      </div>
                    ) : (
                      <div className="text-center py-12">
                        <p className="text-muted-foreground">No personas available matching your criteria.</p>
                      </div>
                    )}
                  </div>
                </CardContent>
              </Card>
              
              <div className="flex justify-between">
                <Button 
                  variant="outline" 
                  onClick={() => setActiveTab('review')}
                >
                  Back to Review
                </Button>
                
                <Button 
                  onClick={handleStartFocusGroup}
                  disabled={selectedParticipants.length < 1 || !discussionGuide}
                >
                  <Play className="mr-2 h-4 w-4" />
                  Start Focus Group Session
                </Button>
              </div>
            </div>
          </div>
          
          {/* Filter Dialog */}
          <Dialog 
            open={isFilterOpen} 
            onOpenChange={(open) => {
              if (!open) {
                setIsFilterOpen(false);
              } else {
                setIsFilterOpen(open);
                // When opening, set working filters to active filters
                setWorkingFilters({...activeFilters});
              }
            }}
          >
            <DialogContent 
              className="max-w-4xl max-h-[80vh] overflow-y-auto"
            >
              <DialogHeader>
                <DialogTitle>Filter Personas</DialogTitle>
                <DialogDescription>
                  Select attributes to filter personas by. Multiple selections within a category use OR logic, 
                  different categories use AND logic.
                </DialogDescription>
              </DialogHeader>
              
              <div className="py-4 space-y-6">
                {/* Display number of active filters */}
                {Object.values(workingFilters).some(arr => arr.length > 0) && (
                  <div className="bg-muted/30 p-3 rounded-md">
                    <p className="text-sm text-muted-foreground">
                      {Object.values(workingFilters).reduce((count, arr) => count + arr.length, 0)} active filters
                    </p>
                  </div>
                )}
                
                {(() => {
                  // Get filter options from all personas (for default state)
                  const defaultFilterOptions = getFilterOptions(personas);
                  
                  // Check if any filters are active
                  const noActiveFilters = Object.values(workingFilters).every(values => values.length === 0);
                  
                  // Render filter section
                  const renderFilterSection = (
                    title: string, 
                    category: keyof FilterState,
                    columns: number = 1
                  ) => {
                    // Get options for this category based on other active filters
                    const filteredOptions = noActiveFilters ? 
                      defaultFilterOptions[category] : 
                      getFilteredOptions(category)[category];
                    
                    // Include already selected options that might be filtered out
                    const selectedOptions = workingFilters[category];
                    
                    // Combine filtered options with selected options
                    const combinedOptions = [...new Set([...filteredOptions, ...selectedOptions])].sort();
                    
                    if (combinedOptions.length === 0) return null;
                    
                    return (
                      <div className="mb-6">
                        <h3 className="text-sm font-medium mb-3">{title}</h3>
                        <div className={`grid grid-cols-1 ${columns === 2 ? 'sm:grid-cols-2' : columns === 3 ? 'sm:grid-cols-2 md:grid-cols-3' : ''} gap-2`}>
                          {combinedOptions.map(option => {
                            const isSelected = workingFilters[category].includes(option);
                            const isAvailable = filteredOptions.includes(option);
                            
                            return (
                              <div 
                                key={option} 
                                className={`flex items-center space-x-2 ${!isAvailable && !isSelected ? 'opacity-50' : ''}`}
                              >
                                <Checkbox 
                                  id={`${category}-${option}`}
                                  checked={isSelected}
                                  onCheckedChange={() => toggleFilter(category, option)}
                                  disabled={!isAvailable && !isSelected}
                                />
                                <Label 
                                  htmlFor={`${category}-${option}`}
                                  className="truncate overflow-hidden"
                                >
                                  {option}
                                  {isSelected && !isAvailable && (
                                    <span className="ml-1 text-xs text-muted-foreground">(no matches)</span>
                                  )}
                                </Label>
                              </div>
                            );
                          })}
                        </div>
                      </div>
                    );
                  };
                  
                  return (
                    <>
                      {renderFilterSection('Gender', 'gender', 3)}
                      {renderFilterSection('Age', 'age', 3)}
                      {renderFilterSection('Ethnicity', 'ethnicity', 2)}
                      {renderFilterSection('Location', 'location', 2)}
                      {renderFilterSection('Occupation', 'occupation', 2)}
                      {renderFilterSection('Tech Savviness', 'techSavviness', 3)}
                      
                      {/* Boolean Attributes */}
                      <div className="grid grid-cols-1 sm:grid-cols-2 gap-6">
                      </div>
                    </>
                  );
                })()}
              </div>
              
              <DialogFooter>
                <Button 
                  variant="outline" 
                  onClick={handleResetFilters}
                >
                  Reset
                </Button>
                <Button onClick={applyFilters}>
                  Apply Filters
                </Button>
              </DialogFooter>
            </DialogContent>
          </Dialog>
        </TabsContent>
      </Tabs>
    </div>
    </>
  );
}