package api

import (
	"context"
	"encoding/json"
	"net/http"
	"strconv"
	"strings"
	"sync"
	"sync/atomic"
	"time"

	"fmt"

	"github.com/rcourtman/pulse-go-rewrite/internal/agentexec"
	"github.com/rcourtman/pulse-go-rewrite/internal/ai/approval"
	"github.com/rcourtman/pulse-go-rewrite/internal/ai/chat"
	"github.com/rcourtman/pulse-go-rewrite/internal/ai/tools"
	"github.com/rcourtman/pulse-go-rewrite/internal/ai/unified"
	"github.com/rcourtman/pulse-go-rewrite/internal/config"
	"github.com/rcourtman/pulse-go-rewrite/internal/monitoring"
	recoverymanager "github.com/rcourtman/pulse-go-rewrite/internal/recovery/manager"
	"github.com/rcourtman/pulse-go-rewrite/internal/unifiedresources"
	"github.com/rs/zerolog/log"
)

// AIPersistence interface for loading/saving AI config
type AIPersistence interface {
	LoadAIConfig() (*config.AIConfig, error)
	DataDir() string
}

// AIService interface for the AI chat service - enables mocking in tests
type AIService interface {
	Start(ctx context.Context) error
	Stop(ctx context.Context) error
	Restart(ctx context.Context, newCfg *config.AIConfig) error
	IsRunning() bool
	Execute(ctx context.Context, req chat.ExecuteRequest) (map[string]interface{}, error)
	ExecuteStream(ctx context.Context, req chat.ExecuteRequest, callback chat.StreamCallback) error
	ListSessions(ctx context.Context) ([]chat.Session, error)
	CreateSession(ctx context.Context) (*chat.Session, error)
	DeleteSession(ctx context.Context, sessionID string) error
	GetMessages(ctx context.Context, sessionID string) ([]chat.Message, error)
	AbortSession(ctx context.Context, sessionID string) error
	SummarizeSession(ctx context.Context, sessionID string) (map[string]interface{}, error)
	GetSessionDiff(ctx context.Context, sessionID string) (map[string]interface{}, error)
	ForkSession(ctx context.Context, sessionID string) (*chat.Session, error)
	RevertSession(ctx context.Context, sessionID string) (map[string]interface{}, error)
	UnrevertSession(ctx context.Context, sessionID string) (map[string]interface{}, error)
	AnswerQuestion(ctx context.Context, questionID string, answers []chat.QuestionAnswer) error
	SetAlertProvider(provider chat.MCPAlertProvider)
	SetFindingsProvider(provider chat.MCPFindingsProvider)
	SetBaselineProvider(provider chat.MCPBaselineProvider)
	SetPatternProvider(provider chat.MCPPatternProvider)
	SetMetricsHistory(provider chat.MCPMetricsHistoryProvider)
	SetAgentProfileManager(manager chat.AgentProfileManager)
	SetGuestConfigProvider(provider chat.MCPGuestConfigProvider)
	SetBackupProvider(provider chat.MCPBackupProvider)
	SetDiskHealthProvider(provider chat.MCPDiskHealthProvider)
	SetUpdatesProvider(provider chat.MCPUpdatesProvider)
	SetFindingsManager(manager chat.FindingsManager)
	SetMetadataUpdater(updater chat.MetadataUpdater)
	SetKnowledgeStoreProvider(provider chat.KnowledgeStoreProvider)
	SetIncidentRecorderProvider(provider chat.IncidentRecorderProvider)
	SetEventCorrelatorProvider(provider chat.EventCorrelatorProvider)
	SetDiscoveryProvider(provider chat.MCPDiscoveryProvider)
	SetUnifiedResourceProvider(provider chat.MCPUnifiedResourceProvider)
	UpdateControlSettings(cfg *config.AIConfig)
	GetBaseURL() string
}

// AIHandler handles all AI endpoints using direct AI integration
type AIHandler struct {
	stateMu            sync.RWMutex
	mtPersistence      *config.MultiTenantPersistence
	mtMonitor          *monitoring.MultiTenantMonitor
	defaultConfig      *config.Config
	defaultPersistence AIPersistence
	defaultService     AIService
	agentServer        *agentexec.Server
	services           map[string]AIService
	servicesMu         sync.RWMutex
	serviceInitMu      sync.RWMutex
	serviceInit        func(ctx context.Context, svc AIService)
	defaultMonitor     *monitoring.Monitor
	unifiedStoreMu     sync.RWMutex
	unifiedStore       *unified.UnifiedStore
	unifiedStores      map[string]*unified.UnifiedStore
	readState          unifiedresources.ReadState
	recoveryManager    *recoverymanager.Manager
}

// newChatService is the factory function for creating the AI service.
// Can be swapped in tests for mocking.
var newChatService = func(cfg chat.Config) AIService {
	return chat.NewService(cfg)
}

// NewAIHandler creates a new AI handler
func NewAIHandler(mtp *config.MultiTenantPersistence, mtm *monitoring.MultiTenantMonitor, agentServer *agentexec.Server) *AIHandler {
	var defaultConfig *config.Config
	var defaultPersistence AIPersistence

	if mtm != nil {
		if m, err := mtm.GetMonitor("default"); err == nil && m != nil {
			defaultConfig = m.GetConfig()
		}
	}
	if mtp != nil {
		if p, err := mtp.GetPersistence("default"); err == nil {
			defaultPersistence = p
		}
	}

	return &AIHandler{
		mtPersistence:      mtp,
		mtMonitor:          mtm,
		defaultConfig:      defaultConfig,
		defaultPersistence: defaultPersistence,
		agentServer:        agentServer,
		services:           make(map[string]AIService),
		unifiedStores:      make(map[string]*unified.UnifiedStore),
	}
}

func (h *AIHandler) stateRefs() (
	*config.MultiTenantPersistence,
	*monitoring.MultiTenantMonitor,
	*config.Config,
	AIPersistence,
	unifiedresources.ReadState,
	*recoverymanager.Manager,
) {
	h.stateMu.RLock()
	defer h.stateMu.RUnlock()
	return h.mtPersistence, h.mtMonitor, h.defaultConfig, h.defaultPersistence, h.readState, h.recoveryManager
}

func (h *AIHandler) getDefaultService() AIService {
	if h == nil {
		return nil
	}
	h.servicesMu.RLock()
	defer h.servicesMu.RUnlock()
	return h.defaultService
}

func normalizeAIChatOrgID(orgID string) string {
	orgID = strings.TrimSpace(orgID)
	if orgID == "" {
		return "default"
	}
	return orgID
}

// SetUnifiedStore sets the unified store for finding context lookup in the default org "Discuss" flow.
func (h *AIHandler) SetUnifiedStore(store *unified.UnifiedStore) {
	h.SetUnifiedStoreForOrg("default", store)
}

// SetUnifiedStoreForOrg sets the unified store for finding context lookup in an org-specific "Discuss" flow.
func (h *AIHandler) SetUnifiedStoreForOrg(orgID string, store *unified.UnifiedStore) {
	orgID = normalizeAIChatOrgID(orgID)
	h.unifiedStoreMu.Lock()
	if h.unifiedStores == nil {
		h.unifiedStores = make(map[string]*unified.UnifiedStore)
	}
	if store == nil {
		delete(h.unifiedStores, orgID)
	} else {
		h.unifiedStores[orgID] = store
	}
	if orgID == "default" {
		h.unifiedStore = store
	}
	h.unifiedStoreMu.Unlock()
}

// GetUnifiedStoreForOrg returns the unified store for finding context lookup for a specific org.
func (h *AIHandler) GetUnifiedStoreForOrg(orgID string) *unified.UnifiedStore {
	if h == nil {
		return nil
	}
	orgID = normalizeAIChatOrgID(orgID)
	h.unifiedStoreMu.RLock()
	if h.unifiedStores != nil {
		if store := h.unifiedStores[orgID]; store != nil {
			h.unifiedStoreMu.RUnlock()
			return store
		}
	}
	store := h.unifiedStore
	h.unifiedStoreMu.RUnlock()
	if orgID == "default" {
		return store
	}
	return nil
}

// SetReadState stores a unified read-state provider for injection into newly created chat services.
func (h *AIHandler) SetReadState(rs unifiedresources.ReadState) {
	if h == nil {
		return
	}
	h.stateMu.Lock()
	defer h.stateMu.Unlock()
	h.readState = rs
}

// SetRecoveryManager stores a recovery manager for injection into newly created chat services.
func (h *AIHandler) SetRecoveryManager(manager *recoverymanager.Manager) {
	if h == nil {
		return
	}
	h.stateMu.Lock()
	defer h.stateMu.Unlock()
	h.recoveryManager = manager
}

func (h *AIHandler) applyServiceInitializer(ctx context.Context, svc AIService) {
	if h == nil || svc == nil {
		return
	}

	h.serviceInitMu.RLock()
	initializer := h.serviceInit
	h.serviceInitMu.RUnlock()
	if initializer == nil {
		return
	}
	if ctx == nil {
		ctx = context.Background()
	}

	initializer(ctx, svc)
}

// SetServiceInitializer configures an initializer that runs whenever a chat
// service is returned or created, allowing router-level org-specific wiring.
func (h *AIHandler) SetServiceInitializer(initializer func(ctx context.Context, svc AIService)) {
	if h == nil {
		return
	}

	h.serviceInitMu.Lock()
	h.serviceInit = initializer
	h.serviceInitMu.Unlock()

	if initializer == nil {
		return
	}

	orgServices := make(map[string]AIService)
	h.servicesMu.RLock()
	defaultSvc := h.defaultService
	for orgID, svc := range h.services {
		if svc != nil {
			orgServices[orgID] = svc
		}
	}
	h.servicesMu.RUnlock()

	if defaultSvc != nil {
		defaultCtx := context.WithValue(context.Background(), OrgIDContextKey, "default")
		initializer(defaultCtx, defaultSvc)
	}
	for orgID, svc := range orgServices {
		ctx := context.WithValue(context.Background(), OrgIDContextKey, orgID)
		initializer(ctx, svc)
	}
}

// GetService returns the AI service for the current context
func (h *AIHandler) GetService(ctx context.Context) AIService {
	orgID := GetOrgID(ctx)
	if orgID == "default" || orgID == "" {
		svc := h.getDefaultService()
		if svc != nil {
			defaultCtx := ctx
			if strings.TrimSpace(GetOrgID(defaultCtx)) == "" {
				defaultCtx = context.WithValue(context.Background(), OrgIDContextKey, "default")
			}
			h.applyServiceInitializer(defaultCtx, svc)
		}
		return svc
	}

	h.servicesMu.RLock()
	svc, exists := h.services[orgID]
	h.servicesMu.RUnlock()

	if exists {
		h.applyServiceInitializer(ctx, svc)
		return svc
	}

	h.servicesMu.Lock()
	defer h.servicesMu.Unlock()

	// Double check
	if svc, exists = h.services[orgID]; exists {
		return svc
	}

	// Create and start service for this tenant
	svc = h.initTenantService(ctx, orgID)
	if svc != nil {
		h.applyServiceInitializer(ctx, svc)
		h.services[orgID] = svc
	}
	return svc
}

// RemoveTenantService stops and removes the AI service for a specific tenant.
// This should be called when a tenant is offboarded to free resources.
func (h *AIHandler) RemoveTenantService(ctx context.Context, orgID string) error {
	orgID = normalizeAIChatOrgID(orgID)
	if orgID == "default" {
		return nil // Don't remove the default-org service.
	}

	// Clear org-scoped finding context store even if the chat service was never created.
	h.SetUnifiedStoreForOrg(orgID, nil)

	h.servicesMu.Lock()
	defer h.servicesMu.Unlock()

	svc, exists := h.services[orgID]
	if !exists {
		return nil // Nothing to remove
	}

	if svc != nil {
		if err := svc.Stop(ctx); err != nil {
			log.Warn().Str("orgID", orgID).Err(err).Msg("Error stopping AI service for removed tenant")
		}
	}

	delete(h.services, orgID)
	log.Info().Str("orgID", orgID).Msg("Removed AI service for tenant")
	return nil
}

func (h *AIHandler) initTenantService(ctx context.Context, orgID string) AIService {
	mtPersistence, mtMonitor, _, _, _, recoveryManager := h.stateRefs()

	if mtPersistence == nil {
		return nil
	}

	persistence, err := mtPersistence.GetPersistence(orgID)
	if err != nil {
		log.Warn().Str("orgID", orgID).Err(err).Msg("Failed to get persistence for AI service")
		return nil
	}

	// We need the config to get the data directory
	aiCfg, err := persistence.LoadAIConfig()
	if err != nil {
		log.Warn().Str("orgID", orgID).Err(err).Msg("Failed to load AI config for tenant service initialization")
	}

	dataDir := h.getDataDir(aiCfg, persistence.DataDir())

	// Create chat config
	chatCfg := chat.Config{
		AIConfig:    aiCfg,
		DataDir:     dataDir,
		AgentServer: h.agentServer,
		ReadState:   h.readStateForOrg(orgID),
		OrgID:       orgID,
	}
	if recoveryManager != nil {
		chatCfg.RecoveryPointsProvider = tools.NewRecoveryPointsMCPAdapter(recoveryManager, orgID)
	}

	// Get monitor for state provider
	if mtMonitor != nil {
		if m, err := mtMonitor.GetMonitor(orgID); err == nil && m != nil {
			chatCfg.StateProvider = m
		}
	}

	svc := newChatService(chatCfg)
	if err := svc.Start(ctx); err != nil {
		log.Error().Str("orgID", orgID).Err(err).Msg("Failed to start AI service for tenant")
	}

	return svc
}

func (h *AIHandler) getDataDir(aiCfg *config.AIConfig, baseDir string) string {
	dataDir := baseDir
	if dataDir == "" {
		dataDir = "data"
	}
	return dataDir
}

func (h *AIHandler) readStateForOrg(orgID string) unifiedresources.ReadState {
	if h == nil {
		return nil
	}
	_, mtMonitor, _, _, fallbackReadState, _ := h.stateRefs()
	orgID = strings.TrimSpace(orgID)
	if orgID == "" {
		orgID = "default"
	}

	if mtMonitor != nil {
		if monitor, err := mtMonitor.GetMonitor(orgID); err == nil && monitor != nil {
			if readState := monitor.GetUnifiedReadState(); readState != nil {
				return readState
			}
		}
		if orgID != "default" {
			// Security: never fall back to default-org read state for non-default orgs.
			return nil
		}
	}

	return fallbackReadState
}

func (h *AIHandler) getConfig(ctx context.Context) *config.Config {
	_, mtMonitor, defaultConfig, _, _, _ := h.stateRefs()
	orgID := strings.TrimSpace(GetOrgID(ctx))
	if orgID == "" || orgID == "default" {
		return defaultConfig
	}
	if mtMonitor != nil {
		if m, err := mtMonitor.GetMonitor(orgID); err == nil && m != nil {
			return m.GetConfig()
		}
		// Security: never fall back to default config for non-default orgs.
		return nil
	}
	return defaultConfig
}

func (h *AIHandler) getPersistence(ctx context.Context) AIPersistence {
	mtPersistence, _, _, defaultPersistence, _, _ := h.stateRefs()
	orgID := strings.TrimSpace(GetOrgID(ctx))
	if orgID == "" || orgID == "default" {
		return defaultPersistence
	}
	if mtPersistence != nil {
		if p, err := mtPersistence.GetPersistence(orgID); err == nil && p != nil {
			return p
		}
		// Security: never fall back to default persistence for non-default orgs.
		return nil
	}
	return defaultPersistence
}

// loadAIConfig loads AI config for the current context
func (h *AIHandler) loadAIConfig(ctx context.Context) *config.AIConfig {
	p := h.getPersistence(ctx)
	if p == nil {
		return nil
	}
	cfg, err := p.LoadAIConfig()
	if err != nil {
		return nil
	}
	return cfg
}

// SetMultiTenantPersistence updates the persistence manager
func (h *AIHandler) SetMultiTenantPersistence(mtp *config.MultiTenantPersistence) {
	h.stateMu.Lock()
	defer h.stateMu.Unlock()
	h.mtPersistence = mtp
}

// SetMultiTenantMonitor updates the monitor manager
func (h *AIHandler) SetMultiTenantMonitor(mtm *monitoring.MultiTenantMonitor) {
	h.stateMu.Lock()
	defer h.stateMu.Unlock()
	h.mtMonitor = mtm
}

// Start initializes and starts the AI chat service.
// The monitor parameter provides state snapshots to the chat service (satisfies chat.StateProvider).
func (h *AIHandler) Start(ctx context.Context, monitor *monitoring.Monitor) error {
	log.Info().Msg("AIHandler.Start called")
	aiCfg := h.loadAIConfig(ctx)
	if aiCfg == nil {
		log.Info().Msg("AI config is nil, AI is disabled")
		return nil
	}
	if !aiCfg.Enabled {
		log.Info().Bool("enabled", aiCfg.Enabled).Msg("AI is disabled in config")
		return nil
	}

	// Determine data directory
	persistence := h.getPersistence(ctx)
	dataDir := h.getDataDir(aiCfg, persistence.DataDir())

	orgID := GetOrgID(ctx)
	if orgID == "" {
		orgID = "default"
	}

	// Cache the monitor for use by Restart().
	h.stateMu.Lock()
	h.defaultMonitor = monitor
	h.stateMu.Unlock()

	// Create chat config
	chatCfg := chat.Config{
		AIConfig:      aiCfg,
		DataDir:       dataDir,
		StateProvider: monitor,
		AgentServer:   h.agentServer,
		ReadState:     h.readStateForOrg(orgID),
		OrgID:         orgID,
	}
	_, _, _, _, _, recoveryManager := h.stateRefs()
	if recoveryManager != nil {
		chatCfg.RecoveryPointsProvider = tools.NewRecoveryPointsMCPAdapter(recoveryManager, orgID)
	}

	svc := newChatService(chatCfg)
	if err := svc.Start(ctx); err != nil {
		return fmt.Errorf("start AI chat service: %w", err)
	}
	h.servicesMu.Lock()
	h.defaultService = svc
	h.servicesMu.Unlock()
	h.applyServiceInitializer(context.WithValue(context.Background(), OrgIDContextKey, orgID), svc)

	// Initialize approval store for command approval workflow
	approvalStore, err := approval.NewStore(approval.StoreConfig{
		DataDir:        dataDir,
		DefaultTimeout: 5 * time.Minute,
		MaxApprovals:   100,
	})
	if err != nil {
		log.Warn().Err(err).Msg("Failed to create approval store, approvals will not be persisted")
	} else {
		approval.SetStore(approvalStore)
		approvalStore.StartCleanup(ctx)
		log.Info().Str("data_dir", dataDir).Msg("Approval store initialized")
	}

	log.Info().Msg("Pulse AI started (direct integration)")
	return nil
}

// Stop stops the AI chat service
func (h *AIHandler) Stop(ctx context.Context) error {
	if svc := h.getDefaultService(); svc != nil {
		return svc.Stop(ctx)
	}
	return nil
}

// Restart restarts the AI chat service with updated configuration
// Call this when model or other settings change
func (h *AIHandler) Restart(ctx context.Context) error {
	// Load fresh config from persistence to get latest settings
	newCfg := h.loadAIConfig(ctx)

	svc := h.getDefaultService()
	if svc == nil {
		return nil
	}

	if !svc.IsRunning() {
		// If not running but enabled, try to start
		if newCfg != nil && newCfg.Enabled {
			log.Info().Msg("Starting AI service via restart trigger")

			// Recover the monitor: prefer cached default-org monitor, fall back to mtMonitor.
			h.stateMu.RLock()
			m := h.defaultMonitor
			mtm := h.mtMonitor
			h.stateMu.RUnlock()

			if m == nil && mtm != nil {
				m, _ = mtm.GetMonitor("default")
			}

			// Reuse start logic
			return h.Start(ctx, m)
		}
		return nil // Not running and not enabled, nothing to do
	}

	return svc.Restart(ctx, newCfg)
}

// IsRunning returns whether AI is running
// GetAIConfig returns the current AI configuration
func (h *AIHandler) GetAIConfig(ctx context.Context) *config.AIConfig {
	return h.loadAIConfig(ctx)
}

// IsRunning returns true if the AI chat service is running
func (h *AIHandler) IsRunning(ctx context.Context) bool {
	svc := h.GetService(ctx)
	return svc != nil && svc.IsRunning()
}

// ChatMention represents a resource tagged via @ mention in the chat UI
type ChatMention struct {
	ID   string `json:"id"`
	Name string `json:"name"`
	Type string `json:"type"`
	Node string `json:"node,omitempty"`
}

func canonicalizeChatMentionType(raw string) string {
	normalized := strings.ToLower(strings.TrimSpace(raw))
	switch normalized {
	case "vm", "node", "agent", "system-container", "app-container", "docker-host", "k8s-cluster", "k8s-node", "k8s-pod", "k8s-deployment", "storage", "disk", "pbs", "pmg", "proxmox", "truenas", "ceph", "oci-container":
		return normalized
	default:
		return ""
	}
}

// ChatRequest represents a chat request
type ChatRequest struct {
	Prompt    string        `json:"prompt"`
	SessionID string        `json:"session_id,omitempty"`
	Model     string        `json:"model,omitempty"`
	Mentions  []ChatMention `json:"mentions,omitempty"`
	FindingID string        `json:"finding_id,omitempty"`
}

// HandleChat handles POST /api/ai/chat - streaming chat
func (h *AIHandler) HandleChat(w http.ResponseWriter, r *http.Request) {
	// CORS
	if cfg := h.getConfig(r.Context()); cfg != nil {
		applyConfiguredCORSHeaders(
			w,
			r.Header.Get("Origin"),
			cfg.AllowedOrigins,
			"POST, OPTIONS",
			"Content-Type, Accept, Cookie",
		)
	}

	if r.Method == http.MethodOptions {
		w.WriteHeader(http.StatusOK)
		return
	}

	if r.Method != http.MethodPost {
		http.Error(w, "Method not allowed", http.StatusMethodNotAllowed)
		return
	}

	// Auth already handled by RequireAuth wrapper - no need to check again

	ctx := r.Context()
	if !h.IsRunning(ctx) {
		http.Error(w, "Pulse Assistant is not running", http.StatusServiceUnavailable)
		return
	}
	svc := h.GetService(ctx)
	if svc == nil {
		http.Error(w, "Pulse Assistant service not available", http.StatusServiceUnavailable)
		return
	}

	// Parse request
	var req ChatRequest
	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
		http.Error(w, "Invalid request", http.StatusBadRequest)
		return
	}

	preview := req.Prompt
	if len(preview) > 100 {
		preview = preview[:100] + "..."
	}
	log.Info().
		Str("sessionId", req.SessionID).
		Str("prompt_preview", preview).
		Msg("AIHandler: Received chat request")

	// Set up SSE
	w.Header().Set("Content-Type", "text/event-stream")
	w.Header().Set("Cache-Control", "no-cache")
	w.Header().Set("Connection", "keep-alive")
	w.Header().Set("X-Accel-Buffering", "no")
	w.Header().Set("Transfer-Encoding", "identity")

	flusher, ok := w.(http.Flusher)
	if !ok {
		http.Error(w, "Streaming not supported", http.StatusInternalServerError)
		return
	}

	// Disable timeouts
	rc := http.NewResponseController(w)
	_ = rc.SetWriteDeadline(time.Time{})
	_ = rc.SetReadDeadline(time.Time{})

	flusher.Flush()

	// Keep assistant execution bound to the client request so disconnects cancel
	// backend work instead of letting it continue until the hard timeout expires.
	ctx, cancel := context.WithTimeout(r.Context(), 15*time.Minute)
	defer cancel()

	// Heartbeat
	heartbeatDone := make(chan struct{})
	var clientDisconnected atomic.Bool

	go func() {
		ticker := time.NewTicker(5 * time.Second)
		defer ticker.Stop()
		for {
			select {
			case <-ctx.Done():
				clientDisconnected.Store(true)
				return
			case <-ticker.C:
				_ = rc.SetWriteDeadline(time.Now().Add(10 * time.Second))
				_, err := w.Write([]byte(": heartbeat\n\n"))
				if err != nil {
					clientDisconnected.Store(true)
					cancel()
					return
				}
				flusher.Flush()
			case <-heartbeatDone:
				return
			}
		}
	}()
	defer close(heartbeatDone)

	// Write helper
	writeEvent := func(event chat.StreamEvent) {
		if clientDisconnected.Load() {
			return
		}
		data, err := json.Marshal(event)
		if err != nil {
			return
		}
		_ = rc.SetWriteDeadline(time.Now().Add(10 * time.Second))
		_, err = w.Write([]byte("data: " + string(data) + "\n\n"))
		if err != nil {
			clientDisconnected.Store(true)
			cancel()
			return
		}
		flusher.Flush()
	}

	// Convert API mentions to chat mentions
	var chatMentions []chat.StructuredMention
	for _, m := range req.Mentions {
		mentionType := canonicalizeChatMentionType(m.Type)
		if mentionType == "" {
			log.Warn().
				Str("mention_type", m.Type).
				Str("mention_name", m.Name).
				Msg("Ignoring unsupported chat mention type")
			continue
		}
		chatMentions = append(chatMentions, chat.StructuredMention{
			ID:   m.ID,
			Name: m.Name,
			Type: mentionType,
			Node: m.Node,
		})
	}

	// Augment prompt with finding context when discussing a specific finding
	prompt := req.Prompt
	if req.FindingID != "" {
		store := h.GetUnifiedStoreForOrg(GetOrgID(ctx))
		if store != nil {
			if f := store.Get(req.FindingID); f != nil {
				findingCtx := fmt.Sprintf("[Finding Context]\nID: %s\nTitle: %s\nSeverity: %s\nCategory: %s\nResource: %s (%s)\nDescription: %s",
					f.ID, f.Title, f.Severity, f.Category, f.ResourceName, f.ResourceType, f.Description)
				if f.Recommendation != "" {
					findingCtx += fmt.Sprintf("\nRecommendation: %s", f.Recommendation)
				}
				if f.Evidence != "" {
					findingCtx += fmt.Sprintf("\nEvidence: %s", f.Evidence)
				}
				if f.InvestigationStatus != "" {
					findingCtx += fmt.Sprintf("\nInvestigation Status: %s", f.InvestigationStatus)
				}
				if f.InvestigationOutcome != "" {
					findingCtx += fmt.Sprintf("\nInvestigation Outcome: %s", f.InvestigationOutcome)
				}
				if f.UserNote != "" {
					findingCtx += fmt.Sprintf("\nUser Note: %s", f.UserNote)
				}
				if f.AcknowledgedAt != nil {
					findingCtx += fmt.Sprintf("\nAcknowledged At: %s", f.AcknowledgedAt.Format(time.RFC3339))
				}
				if f.Node != "" {
					findingCtx += fmt.Sprintf("\nNode: %s", f.Node)
				}
				prompt = findingCtx + "\n\n---\nUser message: " + prompt
			}
		}
	}

	// Stream from AI chat service
	serviceSentDone := false
	err := svc.ExecuteStream(ctx, chat.ExecuteRequest{
		Prompt:    prompt,
		SessionID: req.SessionID,
		Model:     req.Model,
		Mentions:  chatMentions,
		FindingID: req.FindingID,
	}, func(event chat.StreamEvent) {
		if event.Type == "done" {
			serviceSentDone = true
		}
		writeEvent(event)
	})

	if err != nil {
		log.Error().Err(err).Msg("Chat stream error")
		errData, _ := json.Marshal(chat.ErrorData{Message: "An error occurred while processing your request"})
		writeEvent(chat.StreamEvent{Type: "error", Data: errData})
	}

	// Send done
	if !serviceSentDone {
		writeEvent(chat.StreamEvent{Type: "done", Data: nil})
	}
}

// HandleSessions handles GET /api/ai/sessions - list sessions
func (h *AIHandler) HandleSessions(w http.ResponseWriter, r *http.Request) {
	ctx := r.Context()
	if !h.IsRunning(ctx) {
		http.Error(w, "Pulse Assistant is not running", http.StatusServiceUnavailable)
		return
	}

	svc := h.GetService(ctx)
	if svc == nil {
		http.Error(w, "Pulse Assistant service not available", http.StatusServiceUnavailable)
		return
	}

	sessions, err := svc.ListSessions(ctx)
	if err != nil {
		http.Error(w, sanitizeErrorForClient(err, "Internal server error"), http.StatusInternalServerError)
		return
	}

	// Optional limit parameter (for relay proxy clients with body size constraints)
	if limitStr := r.URL.Query().Get("limit"); limitStr != "" {
		if limit, err := strconv.Atoi(limitStr); err == nil && limit > 0 && limit < len(sessions) {
			sessions = sessions[:limit]
		}
	}

	w.Header().Set("Content-Type", "application/json")
	json.NewEncoder(w).Encode(sessions)
}

// HandleCreateSession handles POST /api/ai/sessions - create session
func (h *AIHandler) HandleCreateSession(w http.ResponseWriter, r *http.Request) {
	ctx := r.Context()
	if !h.IsRunning(ctx) {
		http.Error(w, "Pulse Assistant is not running", http.StatusServiceUnavailable)
		return
	}

	svc := h.GetService(ctx)
	if svc == nil {
		http.Error(w, "Pulse Assistant service not available", http.StatusServiceUnavailable)
		return
	}

	session, err := svc.CreateSession(ctx)
	if err != nil {
		http.Error(w, sanitizeErrorForClient(err, "Internal server error"), http.StatusInternalServerError)
		return
	}

	w.Header().Set("Content-Type", "application/json")
	json.NewEncoder(w).Encode(session)
}

// HandleDeleteSession handles DELETE /api/ai/sessions/{id}
func (h *AIHandler) HandleDeleteSession(w http.ResponseWriter, r *http.Request, sessionID string) {
	ctx := r.Context()
	if !h.IsRunning(ctx) {
		http.Error(w, "Pulse Assistant is not running", http.StatusServiceUnavailable)
		return
	}

	svc := h.GetService(ctx)
	if svc == nil {
		http.Error(w, "Pulse Assistant service not available", http.StatusServiceUnavailable)
		return
	}

	if err := svc.DeleteSession(ctx, sessionID); err != nil {
		http.Error(w, sanitizeErrorForClient(err, "Internal server error"), http.StatusInternalServerError)
		return
	}

	w.WriteHeader(http.StatusNoContent)
}

// HandleMessages handles GET /api/ai/sessions/{id}/messages
func (h *AIHandler) HandleMessages(w http.ResponseWriter, r *http.Request, sessionID string) {
	ctx := r.Context()
	if !h.IsRunning(ctx) {
		http.Error(w, "Pulse Assistant is not running", http.StatusServiceUnavailable)
		return
	}

	svc := h.GetService(ctx)
	if svc == nil {
		http.Error(w, "Pulse Assistant service not available", http.StatusServiceUnavailable)
		return
	}

	messages, err := svc.GetMessages(ctx, sessionID)
	if err != nil {
		http.Error(w, sanitizeErrorForClient(err, "Internal server error"), http.StatusInternalServerError)
		return
	}

	// Optional limit parameter — returns the LAST N messages (most recent).
	// Used by relay proxy clients with body size constraints.
	if limitStr := r.URL.Query().Get("limit"); limitStr != "" {
		if limit, err := strconv.Atoi(limitStr); err == nil && limit > 0 && limit < len(messages) {
			messages = messages[len(messages)-limit:]
		}
	}
	for i := range messages {
		messages[i] = messages[i].NormalizeCollections()
	}

	w.Header().Set("Content-Type", "application/json")
	json.NewEncoder(w).Encode(messages)
}

// HandleAbort handles POST /api/ai/sessions/{id}/abort
func (h *AIHandler) HandleAbort(w http.ResponseWriter, r *http.Request, sessionID string) {
	ctx := r.Context()
	if !h.IsRunning(ctx) {
		http.Error(w, "Pulse Assistant is not running", http.StatusServiceUnavailable)
		return
	}

	svc := h.GetService(ctx)
	if svc == nil {
		http.Error(w, "Pulse Assistant service not available", http.StatusServiceUnavailable)
		return
	}

	if err := svc.AbortSession(ctx, sessionID); err != nil {
		http.Error(w, sanitizeErrorForClient(err, "Internal server error"), http.StatusInternalServerError)
		return
	}

	w.WriteHeader(http.StatusOK)
}

// HandleStatus handles GET /api/ai/status
func (h *AIHandler) HandleStatus(w http.ResponseWriter, r *http.Request) {
	status := map[string]interface{}{
		"running": h.IsRunning(r.Context()),
		"engine":  "direct",
	}

	w.Header().Set("Content-Type", "application/json")
	json.NewEncoder(w).Encode(status)
}

// HandleSummarize handles POST /api/ai/sessions/{id}/summarize
// Compresses context when nearing model limits
func (h *AIHandler) HandleSummarize(w http.ResponseWriter, r *http.Request, sessionID string) {
	ctx := r.Context()
	if !h.IsRunning(ctx) {
		http.Error(w, "Pulse Assistant is not running", http.StatusServiceUnavailable)
		return
	}

	svc := h.GetService(ctx)
	if svc == nil {
		http.Error(w, "Pulse Assistant service not available", http.StatusServiceUnavailable)
		return
	}

	result, err := svc.SummarizeSession(ctx, sessionID)
	if err != nil {
		http.Error(w, sanitizeErrorForClient(err, "Internal server error"), http.StatusInternalServerError)
		return
	}

	w.Header().Set("Content-Type", "application/json")
	json.NewEncoder(w).Encode(result)
}

// HandleDiff handles GET /api/ai/sessions/{id}/diff
// Returns file changes made during the session
func (h *AIHandler) HandleDiff(w http.ResponseWriter, r *http.Request, sessionID string) {
	ctx := r.Context()
	if !h.IsRunning(ctx) {
		http.Error(w, "Pulse Assistant is not running", http.StatusServiceUnavailable)
		return
	}

	svc := h.GetService(ctx)
	if svc == nil {
		http.Error(w, "Pulse Assistant service not available", http.StatusServiceUnavailable)
		return
	}

	diff, err := svc.GetSessionDiff(ctx, sessionID)
	if err != nil {
		http.Error(w, sanitizeErrorForClient(err, "Internal server error"), http.StatusInternalServerError)
		return
	}

	w.Header().Set("Content-Type", "application/json")
	json.NewEncoder(w).Encode(diff)
}

// HandleFork handles POST /api/ai/sessions/{id}/fork
// Creates a branch point in the conversation
func (h *AIHandler) HandleFork(w http.ResponseWriter, r *http.Request, sessionID string) {
	ctx := r.Context()
	if !h.IsRunning(ctx) {
		http.Error(w, "Pulse Assistant is not running", http.StatusServiceUnavailable)
		return
	}

	svc := h.GetService(ctx)
	if svc == nil {
		http.Error(w, "Pulse Assistant service not available", http.StatusServiceUnavailable)
		return
	}

	session, err := svc.ForkSession(ctx, sessionID)
	if err != nil {
		http.Error(w, sanitizeErrorForClient(err, "Internal server error"), http.StatusInternalServerError)
		return
	}

	w.Header().Set("Content-Type", "application/json")
	json.NewEncoder(w).Encode(session)
}

// HandleRevert handles POST /api/ai/sessions/{id}/revert
// Reverts file changes from the session
func (h *AIHandler) HandleRevert(w http.ResponseWriter, r *http.Request, sessionID string) {
	ctx := r.Context()
	if !h.IsRunning(ctx) {
		http.Error(w, "Pulse Assistant is not running", http.StatusServiceUnavailable)
		return
	}

	svc := h.GetService(ctx)
	if svc == nil {
		http.Error(w, "Pulse Assistant service not available", http.StatusServiceUnavailable)
		return
	}

	result, err := svc.RevertSession(ctx, sessionID)
	if err != nil {
		http.Error(w, sanitizeErrorForClient(err, "Internal server error"), http.StatusInternalServerError)
		return
	}

	w.Header().Set("Content-Type", "application/json")
	json.NewEncoder(w).Encode(result)
}

// HandleUnrevert handles POST /api/ai/sessions/{id}/unrevert
// Restores previously reverted changes
func (h *AIHandler) HandleUnrevert(w http.ResponseWriter, r *http.Request, sessionID string) {
	ctx := r.Context()
	if !h.IsRunning(ctx) {
		http.Error(w, "Pulse Assistant is not running", http.StatusServiceUnavailable)
		return
	}

	svc := h.GetService(ctx)
	if svc == nil {
		http.Error(w, "Pulse Assistant service not available", http.StatusServiceUnavailable)
		return
	}

	result, err := svc.UnrevertSession(ctx, sessionID)
	if err != nil {
		http.Error(w, sanitizeErrorForClient(err, "Internal server error"), http.StatusInternalServerError)
		return
	}

	w.Header().Set("Content-Type", "application/json")
	json.NewEncoder(w).Encode(result)
}

// AnswerQuestionRequest represents a request to answer a question
type AnswerQuestionRequest struct {
	Answers []struct {
		ID    string `json:"id"`
		Value string `json:"value"`
	} `json:"answers"`
}

// HandleAnswerQuestion handles POST /api/ai/question/{questionID}/answer
func (h *AIHandler) HandleAnswerQuestion(w http.ResponseWriter, r *http.Request, questionID string) {
	ctx := r.Context()
	if !h.IsRunning(ctx) {
		http.Error(w, "Pulse Assistant is not running", http.StatusServiceUnavailable)
		return
	}

	var req AnswerQuestionRequest
	if err := json.NewDecoder(r.Body).Decode(&req); err != nil {
		http.Error(w, "Invalid request body", http.StatusBadRequest)
		return
	}

	// Convert to chat.QuestionAnswer
	answers := make([]chat.QuestionAnswer, len(req.Answers))
	for i, a := range req.Answers {
		answers[i] = chat.QuestionAnswer{
			ID:    a.ID,
			Value: a.Value,
		}
	}

	log.Info().
		Str("questionID", questionID).
		Int("answers_count", len(answers)).
		Msg("AIHandler: Received answer to question")

	svc := h.GetService(ctx)
	if svc == nil {
		http.Error(w, "Pulse Assistant service not available", http.StatusServiceUnavailable)
		return
	}

	if err := svc.AnswerQuestion(ctx, questionID, answers); err != nil {
		log.Error().Err(err).Str("questionID", questionID).Msg("Failed to answer question")
		http.Error(w, sanitizeErrorForClient(err, "Internal server error"), http.StatusInternalServerError)
		return
	}

	w.WriteHeader(http.StatusOK)
}

// SetAlertProvider sets the alert provider for MCP tools
func (h *AIHandler) SetAlertProvider(provider chat.MCPAlertProvider) {
	if svc := h.getDefaultService(); svc != nil {
		svc.SetAlertProvider(provider)
	}
}

// SetFindingsProvider sets the findings provider for MCP tools
func (h *AIHandler) SetFindingsProvider(provider chat.MCPFindingsProvider) {
	if svc := h.getDefaultService(); svc != nil {
		svc.SetFindingsProvider(provider)
	}
}

// SetBaselineProvider sets the baseline provider for MCP tools
func (h *AIHandler) SetBaselineProvider(provider chat.MCPBaselineProvider) {
	if svc := h.getDefaultService(); svc != nil {
		svc.SetBaselineProvider(provider)
	}
}

// SetPatternProvider sets the pattern provider for MCP tools
func (h *AIHandler) SetPatternProvider(provider chat.MCPPatternProvider) {
	if svc := h.getDefaultService(); svc != nil {
		svc.SetPatternProvider(provider)
	}
}

// SetMetricsHistory sets the metrics history provider for MCP tools
func (h *AIHandler) SetMetricsHistory(provider chat.MCPMetricsHistoryProvider) {
	if svc := h.getDefaultService(); svc != nil {
		svc.SetMetricsHistory(provider)
	}
}

// SetAgentProfileManager sets the agent profile manager for MCP tools
func (h *AIHandler) SetAgentProfileManager(manager chat.AgentProfileManager) {
	if svc := h.getDefaultService(); svc != nil {
		svc.SetAgentProfileManager(manager)
	}
}

// SetGuestConfigProvider sets the guest config provider for MCP tools
func (h *AIHandler) SetGuestConfigProvider(provider chat.MCPGuestConfigProvider) {
	if svc := h.getDefaultService(); svc != nil {
		svc.SetGuestConfigProvider(provider)
	}
}

// SetBackupProvider sets the backup provider for MCP tools
func (h *AIHandler) SetBackupProvider(provider chat.MCPBackupProvider) {
	if svc := h.getDefaultService(); svc != nil {
		svc.SetBackupProvider(provider)
	}
}

// SetDiskHealthProvider sets the disk health provider for MCP tools
func (h *AIHandler) SetDiskHealthProvider(provider chat.MCPDiskHealthProvider) {
	if svc := h.getDefaultService(); svc != nil {
		svc.SetDiskHealthProvider(provider)
	}
}

// SetUpdatesProvider sets the updates provider for MCP tools
func (h *AIHandler) SetUpdatesProvider(provider chat.MCPUpdatesProvider) {
	if svc := h.getDefaultService(); svc != nil {
		svc.SetUpdatesProvider(provider)
	}
}

// SetFindingsManager sets the findings manager for MCP tools
func (h *AIHandler) SetFindingsManager(manager chat.FindingsManager) {
	if svc := h.getDefaultService(); svc != nil {
		svc.SetFindingsManager(manager)
	}
}

// SetMetadataUpdater sets the metadata updater for MCP tools
func (h *AIHandler) SetMetadataUpdater(updater chat.MetadataUpdater) {
	if svc := h.getDefaultService(); svc != nil {
		svc.SetMetadataUpdater(updater)
	}
}

// SetUnifiedResourceProvider sets the unified resource provider for MCP tools
func (h *AIHandler) SetUnifiedResourceProvider(provider chat.MCPUnifiedResourceProvider) {
	if svc := h.getDefaultService(); svc != nil {
		svc.SetUnifiedResourceProvider(provider)
	}
}

// UpdateControlSettings updates control settings in the service
func (h *AIHandler) UpdateControlSettings(cfg *config.AIConfig) {
	if svc := h.getDefaultService(); svc != nil {
		svc.UpdateControlSettings(cfg)
	}
}