// Package worker provides the main worker service for claude-mnemonic.
package worker

import (
	"context"
	"fmt"
	"net/http"
	"os"
	"sync"
	"sync/atomic"
	"time"

	"github.com/go-chi/chi/v5"
	"github.com/go-chi/chi/v5/middleware"
	"github.com/lukaszraczylo/claude-mnemonic/internal/config"
	"github.com/lukaszraczylo/claude-mnemonic/internal/db/gorm"
	"github.com/lukaszraczylo/claude-mnemonic/internal/embedding"
	"github.com/lukaszraczylo/claude-mnemonic/internal/pattern"
	"github.com/lukaszraczylo/claude-mnemonic/internal/reranking"
	"github.com/lukaszraczylo/claude-mnemonic/internal/scoring"
	"github.com/lukaszraczylo/claude-mnemonic/internal/search/expansion"
	"github.com/lukaszraczylo/claude-mnemonic/internal/update"
	"github.com/lukaszraczylo/claude-mnemonic/internal/vector/sqlitevec"
	"github.com/lukaszraczylo/claude-mnemonic/internal/watcher"
	"github.com/lukaszraczylo/claude-mnemonic/internal/worker/sdk"
	"github.com/lukaszraczylo/claude-mnemonic/internal/worker/session"
	"github.com/lukaszraczylo/claude-mnemonic/internal/worker/sse"
	"github.com/lukaszraczylo/claude-mnemonic/pkg/models"
	"github.com/rs/zerolog/log"
)

// Service configuration constants
const (
	// DefaultHTTPTimeout is the default timeout for HTTP requests.
	DefaultHTTPTimeout = 30 * time.Second

	// ReadyPollInterval is how often WaitReady checks initialization status.
	ReadyPollInterval = 50 * time.Millisecond

	// StaleQueueSize is the buffer size for background stale verification.
	StaleQueueSize = 100

	// QueueProcessInterval is how often the background queue processor runs.
	QueueProcessInterval = 2 * time.Second

	// VectorSyncMaxRetries is the maximum number of retries for vector sync operations.
	VectorSyncMaxRetries = 3

	// VectorSyncInitialBackoff is the initial backoff duration for retry.
	VectorSyncInitialBackoff = 100 * time.Millisecond
)

// retryWithBackoff attempts the given function up to maxRetries times with exponential backoff.
// Returns nil on success, or the last error after all retries are exhausted.
func retryWithBackoff(ctx context.Context, maxRetries int, initialBackoff time.Duration, fn func() error) error {
	var lastErr error
	backoff := initialBackoff

	for i := 0; i < maxRetries; i++ {
		if err := fn(); err == nil {
			return nil
		} else {
			lastErr = err
		}

		// Don't wait after the last attempt
		if i < maxRetries-1 {
			select {
			case <-time.After(backoff):
				backoff *= 2 // Exponential backoff
			case <-ctx.Done():
				return lastErr
			}
		}
	}
	return lastErr
}

// RetrievalStats tracks observation retrieval metrics.
type RetrievalStats struct {
	TotalRequests      int64 // Total retrieval requests (inject + search)
	ObservationsServed int64 // Observations returned to clients
	VerifiedStale      int64 // Stale observations that passed verification
	DeletedInvalid     int64 // Invalid observations deleted
	SearchRequests     int64 // Semantic search requests
	ContextInjections  int64 // Session-start context injections
	StaleExcluded      int64 // Observations excluded due to staleness check
	FreshCount         int64 // Observations that passed staleness check
	DuplicatesRemoved  int64 // Observations removed by clustering
	LastUpdated        int64 // Unix timestamp of last update (atomic)
}

// maxRetrievalStatsProjects limits the number of projects tracked to prevent unbounded memory growth.
const maxRetrievalStatsProjects = 500

// retrievalStatsMaxAge is the maximum age for retrieval stats before cleanup (24 hours).
const retrievalStatsMaxAge = 24 * time.Hour

// maxRecentQueries is the maximum number of recent queries to track.
const maxRecentQueries = 100

// Service is the main worker service orchestrator.
type Service struct {
	startTime          time.Time
	ctx                context.Context
	initError          error
	server             *http.Server
	reranker           *reranking.Service
	observationStore   *gorm.ObservationStore
	summaryStore       *gorm.SummaryStore
	promptStore        *gorm.PromptStore
	conflictStore      *gorm.ConflictStore
	patternStore       *gorm.PatternStore
	relationStore      *gorm.RelationStore
	patternDetector    *pattern.Detector
	sessionManager     *session.Manager
	sseBroadcaster     *sse.Broadcaster
	processor          *sdk.Processor
	embedSvc           *embedding.Service
	vectorClient       *sqlitevec.Client
	vectorSync         *sqlitevec.Sync
	vectorSyncSem      chan struct{}
	queryExpander      *expansion.Expander
	scoreCalculator    *scoring.Calculator
	recalculator       *scoring.Recalculator
	router             *chi.Mux
	store              *gorm.Store
	retrievalStats     map[string]*RetrievalStats
	sessionStore       *gorm.SessionStore
	cancel             context.CancelFunc
	cachedObsCounts    map[string]cachedCount
	config             *config.Config
	rebuildStatus      *RebuildStatus
	staleQueue         chan staleVerifyRequest
	bulkOpLimiter      *BulkOperationLimiter
	dbWatcher          *watcher.Watcher
	configWatcher      *watcher.Watcher
	updater            *update.Updater
	rateLimiter        *PerClientRateLimiter
	expensiveOpLimiter *ExpensiveOperationLimiter
	version            string
	recentQueriesBuf   [maxRecentQueries]RecentSearchQuery
	wg                 sync.WaitGroup
	recentQueriesLen   int
	recentQueriesHead  int
	statsCacheTTL      time.Duration
	initMu             sync.RWMutex
	rebuildStatusMu    sync.RWMutex
	retrievalStatsMu   sync.RWMutex
	recentQueriesMu    sync.RWMutex
	cachedObsCountsMu  sync.RWMutex
	staleQueueOnce     sync.Once
	ready              atomic.Bool
}

// cachedCount stores a cached count value with expiration.
type cachedCount struct {
	timestamp time.Time
	count     int
}

// RebuildStatus tracks the progress of vector rebuild operations.
type RebuildStatus struct {
	StartTime    time.Time `json:"start_time,omitempty"`
	Phase        string    `json:"phase,omitempty"`
	TotalSynced  int       `json:"total_synced"`
	TotalErrors  int       `json:"total_errors"`
	CurrentPhase int       `json:"current_phase"`
	TotalPhases  int       `json:"total_phases"`
	ElapsedMs    int64     `json:"elapsed_ms,omitempty"`
	EstimatedPct float64   `json:"estimated_pct,omitempty"`
	InProgress   bool      `json:"in_progress"`
}

// staleVerifyRequest represents a request to verify a stale observation in background
type staleVerifyRequest struct {
	cwd           string
	observationID int64
}

// RecentSearchQuery tracks a search query for analytics.
type RecentSearchQuery struct {
	Timestamp  time.Time `json:"timestamp"`
	Query      string    `json:"query"`
	Project    string    `json:"project,omitempty"`
	Type       string    `json:"type,omitempty"`
	Results    int       `json:"results"`
	UsedVector bool      `json:"used_vector"`
}

// asyncVectorSync executes a vector sync operation with rate limiting.
// This prevents goroutine explosion during bulk operations.
// All goroutines are tracked in s.wg for graceful shutdown.
func (s *Service) asyncVectorSync(fn func()) {
	s.wg.Add(1)
	if s.vectorSyncSem == nil {
		// Fallback if semaphore not initialized
		go func() {
			defer s.wg.Done()
			fn()
		}()
		return
	}

	go func() {
		defer s.wg.Done()
		// Acquire semaphore slot
		s.vectorSyncSem <- struct{}{}
		defer func() { <-s.vectorSyncSem }()

		fn()
	}()
}

// setupVectorSyncCallbacks configures all vector sync related callbacks on stores and processors.
// This is extracted to avoid duplication between initializeAsync and reinitializeDatabase.
func (s *Service) setupVectorSyncCallbacks(
	patternDetector *pattern.Detector,
	patternStore *gorm.PatternStore,
	observationStore *gorm.ObservationStore,
	promptStore *gorm.PromptStore,
	processor *sdk.Processor,
	sessionManager *session.Manager,
	vectorSync *sqlitevec.Sync,
) {
	// Set pattern sync callback if vector sync is available
	if patternDetector != nil && vectorSync != nil {
		patternDetector.SetSyncFunc(func(p *models.Pattern) {
			err := retryWithBackoff(s.ctx, VectorSyncMaxRetries, VectorSyncInitialBackoff, func() error {
				return vectorSync.SyncPattern(s.ctx, p)
			})
			if err != nil {
				log.Warn().Err(err).Int64("id", p.ID).Msg("Failed to sync pattern to sqlite-vec after retries")
			}
		})
	}

	// Set cleanup callback for pattern deletions
	if patternStore != nil && vectorSync != nil {
		patternStore.SetCleanupFunc(func(ctx context.Context, deletedIDs []int64) {
			err := retryWithBackoff(ctx, VectorSyncMaxRetries, VectorSyncInitialBackoff, func() error {
				return vectorSync.DeletePatterns(ctx, deletedIDs)
			})
			if err != nil {
				log.Warn().Err(err).Ints64("ids", deletedIDs).Msg("Failed to delete patterns from sqlite-vec after retries")
			}
		})
	}

	// Set vector sync callbacks on processor if both are available
	if processor != nil && vectorSync != nil {
		processor.SetSyncObservationFunc(func(obs *models.Observation) {
			err := retryWithBackoff(s.ctx, VectorSyncMaxRetries, VectorSyncInitialBackoff, func() error {
				return vectorSync.SyncObservation(s.ctx, obs)
			})
			if err != nil {
				log.Warn().Err(err).Int64("id", obs.ID).Msg("Failed to sync observation to sqlite-vec after retries")
			}
			// Trigger pattern detection for the new observation
			if patternDetector != nil {
				s.wg.Add(1) // Track goroutine for graceful shutdown
				go func(observation *models.Observation) {
					defer s.wg.Done()
					detectCtx, cancel := context.WithTimeout(s.ctx, 10*time.Second)
					defer cancel()
					if result, err := patternDetector.AnalyzeObservation(detectCtx, observation); err != nil {
						// Don't log context canceled errors during shutdown
						if s.ctx.Err() == nil {
							log.Warn().Err(err).Int64("obs_id", observation.ID).Msg("Pattern detection failed")
						}
					} else if result.MatchedPattern != nil {
						log.Debug().
							Int64("pattern_id", result.MatchedPattern.ID).
							Str("pattern_name", result.MatchedPattern.Name).
							Bool("is_new", result.IsNewPattern).
							Msg("Pattern matched for observation")
					}
				}(obs)
			}
		})
		processor.SetSyncSummaryFunc(func(summary *models.SessionSummary) {
			err := retryWithBackoff(s.ctx, VectorSyncMaxRetries, VectorSyncInitialBackoff, func() error {
				return vectorSync.SyncSummary(s.ctx, summary)
			})
			if err != nil {
				log.Warn().Err(err).Int64("id", summary.ID).Msg("Failed to sync summary to sqlite-vec after retries")
			}
		})
	}

	// Set cleanup callback on observation store to sync deletes to vector store
	if observationStore != nil && vectorSync != nil {
		observationStore.SetCleanupFunc(func(ctx context.Context, deletedIDs []int64) {
			err := retryWithBackoff(ctx, VectorSyncMaxRetries, VectorSyncInitialBackoff, func() error {
				return vectorSync.DeleteObservations(ctx, deletedIDs)
			})
			if err != nil {
				log.Warn().Err(err).Ints64("ids", deletedIDs).Msg("Failed to delete observations from sqlite-vec after retries")
			}
		})
	}

	// Set cleanup callback on prompt store to sync deletes to vector store
	if promptStore != nil && vectorSync != nil {
		promptStore.SetCleanupFunc(func(ctx context.Context, deletedIDs []int64) {
			err := retryWithBackoff(ctx, VectorSyncMaxRetries, VectorSyncInitialBackoff, func() error {
				return vectorSync.DeleteUserPrompts(ctx, deletedIDs)
			})
			if err != nil {
				log.Warn().Err(err).Ints64("ids", deletedIDs).Msg("Failed to delete prompts from sqlite-vec")
			}
		})
	}

	// Set callbacks for session lifecycle events
	if sessionManager != nil {
		sessionManager.SetOnSessionCreated(func(id int64) {
			s.broadcastProcessingStatus()
			s.sseBroadcaster.Broadcast(map[string]any{
				"type":   "session",
				"action": "created",
				"id":     id,
			})
		})
		sessionManager.SetOnSessionDeleted(func(id int64) {
			s.broadcastProcessingStatus()
			s.sseBroadcaster.Broadcast(map[string]any{
				"type":   "session",
				"action": "deleted",
				"id":     id,
			})
		})
	}
}

// NewService creates a new worker service with deferred initialization.
// The service starts immediately with health endpoint available,
// while database and SDK initialization happens in the background.
func NewService(version string) (*Service, error) {
	cfg := config.Get()

	// Create context
	ctx, cancel := context.WithCancel(context.Background())

	// Create router and SSE broadcaster (lightweight, no dependencies)
	router := chi.NewRouter()
	sseBroadcaster := sse.NewBroadcaster()

	// Determine install directory (plugin location)
	homeDir, _ := os.UserHomeDir()
	installDir := fmt.Sprintf("%s/.claude/plugins/marketplaces/claude-mnemonic", homeDir)

	// Create rate limiter with generous limits (100 req/sec, burst of 200)
	// These limits are per-client and allow for intensive CLI usage
	rateLimiter := NewPerClientRateLimiter(100.0, 200)

	svc := &Service{
		version:            version,
		config:             cfg,
		sseBroadcaster:     sseBroadcaster,
		router:             router,
		ctx:                ctx,
		cancel:             cancel,
		startTime:          time.Now(),
		updater:            update.New(version, installDir),
		retrievalStats:     make(map[string]*RetrievalStats),
		rateLimiter:        rateLimiter,
		expensiveOpLimiter: NewExpensiveOperationLimiter(),
		bulkOpLimiter:      NewBulkOperationLimiter(60), // 60 second cooldown for bulk operations
		cachedObsCounts:    make(map[string]cachedCount),
		statsCacheTTL:      time.Minute,             // Cache stats for 1 minute
		vectorSyncSem:      make(chan struct{}, 10), // Limit to 10 concurrent vector syncs
	}

	// Setup middleware and routes (health endpoint works immediately)
	svc.setupMiddleware()
	svc.setupRoutes()

	// Start async initialization
	go svc.initializeAsync()

	return svc, nil
}

// initializeAsync performs heavy initialization in the background.
func (s *Service) initializeAsync() {
	log.Info().Msg("Starting async initialization...")

	// Ensure data directory and settings exist
	if err := config.EnsureAll(); err != nil {
		s.setInitError(fmt.Errorf("ensure data dir: %w", err))
		return
	}

	// Initialize database (this includes migrations - can be slow)
	store, err := gorm.NewStore(gorm.Config{
		Path:     s.config.DBPath,
		MaxConns: s.config.MaxConns,
		// WALMode is enabled automatically by GORM
	})
	if err != nil {
		s.setInitError(fmt.Errorf("init database: %w", err))
		return
	}

	// Create store wrappers
	sessionStore := gorm.NewSessionStore(store)
	summaryStore := gorm.NewSummaryStore(store)
	promptStore := gorm.NewPromptStore(store, nil)
	conflictStore := gorm.NewConflictStore(store)
	patternStore := gorm.NewPatternStore(store)
	relationStore := gorm.NewRelationStore(store)

	// Create observation store with conflict and relation stores for automatic detection
	observationStore := gorm.NewObservationStore(store, nil, conflictStore, relationStore)

	// Create session manager
	sessionManager := session.NewManager(sessionStore)

	// Create embedding service and sqlite-vec client for vector search (optional)
	var embedSvc *embedding.Service
	var vectorClient *sqlitevec.Client
	var vectorSync *sqlitevec.Sync

	var reranker *reranking.Service

	emb, err := embedding.NewService()
	if err != nil {
		log.Warn().Err(err).Msg("Embedding service creation failed - vector search disabled")
	} else {
		embedSvc = emb
		// Create sqlite-vec client using the same DB connection
		client, err := sqlitevec.NewClient(sqlitevec.Config{
			DB: store.GetRawDB(),
		}, embedSvc)
		if err != nil {
			log.Warn().Err(err).Msg("sqlite-vec client creation failed - vector search disabled")
		} else {
			vectorClient = client
			vectorSync = sqlitevec.NewSync(client)
			log.Info().
				Str("model", embedSvc.Version()).
				Msg("sqlite-vec vector search enabled")
		}

		// Create cross-encoder reranking service if enabled
		if s.config.RerankingEnabled {
			rerankCfg := reranking.DefaultConfig()
			if s.config.RerankingAlpha > 0 && s.config.RerankingAlpha <= 1 {
				rerankCfg.Alpha = s.config.RerankingAlpha
			}

			ranker, err := reranking.NewService(rerankCfg)
			if err != nil {
				log.Warn().Err(err).Msg("Cross-encoder reranking service creation failed - reranking disabled")
			} else {
				reranker = ranker
				log.Info().
					Float64("alpha", rerankCfg.Alpha).
					Msg("Cross-encoder reranking enabled")
			}
		}

		// Create query expander for improved search recall
		s.queryExpander = expansion.NewExpander(embedSvc)
		log.Info().Msg("Query expansion enabled")
	}

	// Create SDK processor (optional - will be nil if Claude CLI not available)
	var processor *sdk.Processor
	proc, err := sdk.NewProcessor(observationStore, summaryStore)
	if err != nil {
		log.Warn().Err(err).Msg("SDK processor not available - observations will be queued but not processed")
	} else {
		processor = proc
		// Set broadcast callback for SSE events
		processor.SetBroadcastFunc(func(event map[string]any) {
			s.sseBroadcaster.Broadcast(event)
		})
		log.Info().Msg("SDK processor initialized")
	}

	// Set all the initialized components
	s.initMu.Lock()
	s.store = store
	s.sessionStore = sessionStore
	s.observationStore = observationStore
	s.summaryStore = summaryStore
	s.promptStore = promptStore
	s.conflictStore = conflictStore
	s.patternStore = patternStore
	s.relationStore = relationStore
	s.sessionManager = sessionManager
	s.processor = processor
	s.embedSvc = embedSvc
	s.vectorClient = vectorClient
	s.vectorSync = vectorSync
	s.reranker = reranker
	s.initMu.Unlock()

	// Initialize pattern detector
	patternDetector := pattern.NewDetector(patternStore, observationStore, pattern.DefaultConfig())

	s.initMu.Lock()
	s.patternDetector = patternDetector
	s.initMu.Unlock()

	// Setup all vector sync callbacks using the extracted helper (avoids code duplication)
	s.setupVectorSyncCallbacks(patternDetector, patternStore, observationStore, promptStore, processor, sessionManager, vectorSync)

	// Initialize importance scoring system
	scoringConfig := models.DefaultScoringConfig()

	// Load concept weights from database if available
	if weights, err := observationStore.GetConceptWeights(s.ctx); err == nil && len(weights) > 0 {
		scoringConfig.ConceptWeights = weights
		log.Info().Int("count", len(weights)).Msg("Loaded concept weights from database")
	}

	scoreCalculator := scoring.NewCalculator(scoringConfig)
	recalculator := scoring.NewRecalculator(observationStore, scoreCalculator, log.Logger)

	s.initMu.Lock()
	s.scoreCalculator = scoreCalculator
	s.recalculator = recalculator
	s.initMu.Unlock()

	// Start background recalculator
	s.wg.Add(1)
	go func() {
		defer s.wg.Done()
		recalculator.Start(s.ctx)
	}()
	log.Info().Msg("Importance scoring system initialized")

	// Start pattern detector background analysis
	if patternDetector != nil {
		patternDetector.Start()
		log.Info().Msg("Pattern recognition engine started")
	}

	// Mark as ready
	s.ready.Store(true)
	log.Info().Msg("Async initialization complete - service ready")

	// Start queue processor if SDK processor is available
	if processor != nil {
		s.wg.Add(1)
		go s.processQueue()
	}

	// Start file watchers for auto-recreation on deletion
	s.startWatchers()

	// Check if vectors need rebuilding (empty or model version mismatch) and trigger background rebuild
	if vectorClient != nil && vectorSync != nil {
		needsRebuild, reason := vectorClient.NeedsRebuild(s.ctx)
		if needsRebuild {
			log.Info().
				Str("reason", reason).
				Str("model", vectorClient.ModelVersion()).
				Msg("Vector rebuild required")

			if reason == "empty" {
				// Full rebuild - vectors table is empty
				s.wg.Add(1)
				go s.rebuildAllVectors(observationStore, summaryStore, promptStore, vectorSync)
			} else {
				// Granular rebuild - only rebuild vectors with mismatched model versions
				s.wg.Add(1)
				go s.rebuildStaleVectors(observationStore, summaryStore, promptStore, vectorClient, vectorSync)
			}
		}
	}
}

// startWatchers initializes and starts file watchers for database and config.
func (s *Service) startWatchers() {
	// Watch database file for deletion
	dbWatcher, err := watcher.New(s.config.DBPath, func() {
		log.Warn().Str("path", s.config.DBPath).Msg("Database file deleted, reinitializing...")
		s.reinitializeDatabase()
	})
	if err != nil {
		log.Warn().Err(err).Msg("Failed to create database watcher")
	} else {
		s.dbWatcher = dbWatcher
		if err := dbWatcher.Start(); err != nil {
			log.Warn().Err(err).Msg("Failed to start database watcher")
		} else {
			log.Info().Str("path", s.config.DBPath).Msg("Database file watcher started")
		}
	}

	// Watch config file for changes (triggers process exit for restart)
	configPath := config.SettingsPath()
	configWatcher, err := watcher.New(configPath, func() {
		log.Warn().Str("path", configPath).Msg("Config file changed, reloading...")
		s.reloadConfig()
	})
	if err != nil {
		log.Warn().Err(err).Msg("Failed to create config watcher")
	} else {
		s.configWatcher = configWatcher
		if err := configWatcher.Start(); err != nil {
			log.Warn().Err(err).Msg("Failed to start config watcher")
		} else {
			log.Info().Str("path", configPath).Msg("Config file watcher started")
		}
	}
}

// reinitializeDatabase recreates the database after deletion.
func (s *Service) reinitializeDatabase() {
	// Block new requests
	s.ready.Store(false)
	log.Info().Msg("Database reinitialization starting...")

	// Get old store references
	s.initMu.Lock()
	oldStore := s.store
	oldSessionManager := s.sessionManager
	oldEmbedSvc := s.embedSvc
	s.initMu.Unlock()

	// Close old embedding service
	if oldEmbedSvc != nil {
		if err := oldEmbedSvc.Close(); err != nil {
			log.Warn().Err(err).Msg("Error closing old embedding service")
		}
	}
	if oldStore != nil {
		if err := oldStore.Close(); err != nil {
			log.Warn().Err(err).Msg("Error closing old database")
		}
	}

	// Clear in-memory sessions (they reference old DB IDs)
	if oldSessionManager != nil {
		oldSessionManager.ShutdownAll(s.ctx)
	}

	// Ensure data directory and settings exist (may have been deleted)
	if err := config.EnsureAll(); err != nil {
		s.setInitError(fmt.Errorf("ensure data dir on reinit: %w", err))
		return
	}

	// Create new database
	store, err := gorm.NewStore(gorm.Config{
		Path:     s.config.DBPath,
		MaxConns: s.config.MaxConns,
		// WALMode is enabled automatically by GORM
	})
	if err != nil {
		s.setInitError(fmt.Errorf("reinit database: %w", err))
		return
	}

	// Create new store wrappers
	sessionStore := gorm.NewSessionStore(store)
	summaryStore := gorm.NewSummaryStore(store)
	promptStore := gorm.NewPromptStore(store, nil)
	conflictStore := gorm.NewConflictStore(store)
	patternStore := gorm.NewPatternStore(store)
	relationStore := gorm.NewRelationStore(store)

	// Create observation store with conflict and relation stores for automatic detection
	observationStore := gorm.NewObservationStore(store, nil, conflictStore, relationStore)

	// Create new session manager
	sessionManager := session.NewManager(sessionStore)

	// Recreate embedding service and sqlite-vec client
	var embedSvc *embedding.Service
	var vectorClient *sqlitevec.Client
	var vectorSync *sqlitevec.Sync

	var reranker *reranking.Service

	emb, err := embedding.NewService()
	if err != nil {
		log.Warn().Err(err).Msg("Embedding service creation failed after reinit")
	} else {
		embedSvc = emb
		client, err := sqlitevec.NewClient(sqlitevec.Config{
			DB: store.GetRawDB(),
		}, embedSvc)
		if err != nil {
			log.Warn().Err(err).Msg("sqlite-vec client creation failed after reinit")
		} else {
			vectorClient = client
			vectorSync = sqlitevec.NewSync(client)
			log.Info().Msg("sqlite-vec reconnected after reinit")
		}

		// Recreate cross-encoder reranking service if enabled
		if s.config.RerankingEnabled {
			rerankCfg := reranking.DefaultConfig()
			if s.config.RerankingAlpha > 0 && s.config.RerankingAlpha <= 1 {
				rerankCfg.Alpha = s.config.RerankingAlpha
			}

			ranker, err := reranking.NewService(rerankCfg)
			if err != nil {
				log.Warn().Err(err).Msg("Cross-encoder reranking service creation failed after reinit")
			} else {
				reranker = ranker
				log.Info().Msg("Cross-encoder reranking reconnected after reinit")
			}
		}

		// Recreate query expander
		s.queryExpander = expansion.NewExpander(embedSvc)
		log.Info().Msg("Query expansion reconnected after reinit")
	}

	// Close old reranker if exists
	s.initMu.RLock()
	oldReranker := s.reranker
	s.initMu.RUnlock()
	if oldReranker != nil {
		_ = oldReranker.Close()
	}

	// Recreate SDK processor with new stores
	var processor *sdk.Processor
	proc, err := sdk.NewProcessor(observationStore, summaryStore)
	if err != nil {
		log.Warn().Err(err).Msg("SDK processor not available after reinit")
	} else {
		processor = proc
		processor.SetBroadcastFunc(func(event map[string]any) {
			s.sseBroadcaster.Broadcast(event)
		})
	}

	// Stop old pattern detector if it exists
	if s.patternDetector != nil {
		s.patternDetector.Stop()
	}

	// Create new pattern detector
	patternDetector := pattern.NewDetector(patternStore, observationStore, pattern.DefaultConfig())

	// Atomically swap all components
	s.initMu.Lock()
	s.store = store
	s.sessionStore = sessionStore
	s.observationStore = observationStore
	s.summaryStore = summaryStore
	s.promptStore = promptStore
	s.conflictStore = conflictStore
	s.patternStore = patternStore
	s.relationStore = relationStore
	s.patternDetector = patternDetector
	s.sessionManager = sessionManager
	s.processor = processor
	s.embedSvc = embedSvc
	s.vectorClient = vectorClient
	s.vectorSync = vectorSync
	s.reranker = reranker
	s.initError = nil
	s.initMu.Unlock()

	// Start pattern detector
	patternDetector.Start()

	// Setup all vector sync callbacks using the extracted helper (avoids code duplication)
	s.setupVectorSyncCallbacks(patternDetector, patternStore, observationStore, promptStore, processor, sessionManager, vectorSync)

	// Mark as ready again
	s.ready.Store(true)
	log.Info().Msg("Database reinitialization complete")

	// Broadcast status update
	s.sseBroadcaster.Broadcast(map[string]any{
		"type":    "database_reinitialized",
		"message": "Database was recreated after deletion",
	})
}

// reloadConfig reloads configuration from disk.
// For now, this triggers a graceful restart by exiting (hooks will restart us).
func (s *Service) reloadConfig() {
	log.Info().Msg("Config changed, triggering graceful restart...")

	// Broadcast notification
	s.sseBroadcaster.Broadcast(map[string]any{
		"type":    "config_changed",
		"message": "Configuration changed, restarting worker...",
	})

	// Give SSE clients a moment to receive the message
	time.Sleep(100 * time.Millisecond)

	// Exit cleanly - hooks will restart us with new config
	os.Exit(0)
}

// setInitError records an initialization error.
func (s *Service) setInitError(err error) {
	s.initMu.Lock()
	s.initError = err
	s.initMu.Unlock()
	log.Error().Err(err).Msg("Async initialization failed")
}

// GetInitError returns any initialization error.
func (s *Service) GetInitError() error {
	s.initMu.RLock()
	defer s.initMu.RUnlock()
	return s.initError
}

// queueStaleVerification queues a stale observation for background verification.
// This is non-blocking - if the queue is full, the request is dropped.
func (s *Service) queueStaleVerification(observationID int64, cwd string) {
	// Initialize queue on first use
	s.staleQueueOnce.Do(func() {
		s.staleQueue = make(chan staleVerifyRequest, StaleQueueSize)
		s.wg.Add(1)
		go s.processStaleQueue()
	})

	// Non-blocking send - drop if queue is full
	select {
	case s.staleQueue <- staleVerifyRequest{observationID: observationID, cwd: cwd}:
		// Queued
	default:
		// Queue full, drop
		log.Debug().Int64("id", observationID).Msg("Stale verification queue full, dropping")
	}
}

// processStaleQueue processes stale observations in the background.
func (s *Service) processStaleQueue() {
	defer s.wg.Done()

	for {
		select {
		case <-s.ctx.Done():
			return
		case req := <-s.staleQueue:
			s.verifyStaleObservation(req)
		}
	}
}

// rebuildAllVectors rebuilds all vectors from observations, summaries, and prompts.
// Called when the vectors table is empty (e.g., after migration 20 drops all vectors).
// Uses batch processing for memory efficiency during large rebuilds.
// Progress is tracked in s.rebuildStatus for visibility via /api/rebuild-status.
func (s *Service) rebuildAllVectors(
	observationStore *gorm.ObservationStore,
	summaryStore *gorm.SummaryStore,
	promptStore *gorm.PromptStore,
	vectorSync *sqlitevec.Sync,
) {
	defer s.wg.Done()

	log.Info().Msg("Starting full vector rebuild with batch processing...")
	start := time.Now()

	// Initialize rebuild status
	s.rebuildStatusMu.Lock()
	s.rebuildStatus = &RebuildStatus{
		InProgress:   true,
		StartTime:    start,
		Phase:        "observations",
		CurrentPhase: 1,
		TotalPhases:  3,
	}
	s.rebuildStatusMu.Unlock()

	var totalSynced int
	var syncErrors int

	// Use batch sync config for efficient processing
	cfg := sqlitevec.DefaultBatchSyncConfig()

	// Phase 1: Rebuild observations using batch sync
	observations, err := observationStore.GetAllObservations(s.ctx)
	if err != nil {
		log.Error().Err(err).Msg("Failed to fetch observations for vector rebuild")
	} else {
		synced, errors := vectorSync.BatchSyncObservations(s.ctx, observations, cfg)
		totalSynced += synced
		syncErrors += errors
		log.Info().Int("synced", synced).Int("errors", errors).Int("total", len(observations)).Msg("Rebuilt observation vectors")
	}

	// Update status for phase 2
	s.rebuildStatusMu.Lock()
	s.rebuildStatus.Phase = "summaries"
	s.rebuildStatus.CurrentPhase = 2
	s.rebuildStatus.TotalSynced = totalSynced
	s.rebuildStatus.TotalErrors = syncErrors
	s.rebuildStatus.ElapsedMs = time.Since(start).Milliseconds()
	s.rebuildStatus.EstimatedPct = 33.3
	s.rebuildStatusMu.Unlock()

	// Phase 2: Rebuild summaries using batch sync
	summaries, err := summaryStore.GetAllSummaries(s.ctx)
	if err != nil {
		log.Error().Err(err).Msg("Failed to fetch summaries for vector rebuild")
	} else {
		synced, errors := vectorSync.BatchSyncSummaries(s.ctx, summaries, cfg)
		totalSynced += synced
		syncErrors += errors
		log.Info().Int("synced", synced).Int("errors", errors).Int("total", len(summaries)).Msg("Rebuilt summary vectors")
	}

	// Update status for phase 3
	s.rebuildStatusMu.Lock()
	s.rebuildStatus.Phase = "prompts"
	s.rebuildStatus.CurrentPhase = 3
	s.rebuildStatus.TotalSynced = totalSynced
	s.rebuildStatus.TotalErrors = syncErrors
	s.rebuildStatus.ElapsedMs = time.Since(start).Milliseconds()
	s.rebuildStatus.EstimatedPct = 66.6
	s.rebuildStatusMu.Unlock()

	// Phase 3: Rebuild user prompts using batch sync
	prompts, err := promptStore.GetAllPrompts(s.ctx)
	if err != nil {
		log.Error().Err(err).Msg("Failed to fetch prompts for vector rebuild")
	} else {
		synced, errors := vectorSync.BatchSyncPrompts(s.ctx, prompts, cfg)
		totalSynced += synced
		syncErrors += errors
		log.Info().Int("synced", synced).Int("errors", errors).Int("total", len(prompts)).Msg("Rebuilt prompt vectors")
	}

	elapsed := time.Since(start)

	// Mark rebuild as complete
	s.rebuildStatusMu.Lock()
	s.rebuildStatus.InProgress = false
	s.rebuildStatus.Phase = "complete"
	s.rebuildStatus.TotalSynced = totalSynced
	s.rebuildStatus.TotalErrors = syncErrors
	s.rebuildStatus.ElapsedMs = elapsed.Milliseconds()
	s.rebuildStatus.EstimatedPct = 100
	s.rebuildStatusMu.Unlock()

	log.Info().
		Int("total_synced", totalSynced).
		Int("errors", syncErrors).
		Dur("elapsed", elapsed).
		Msg("Full vector rebuild complete")
}

// rebuildStaleVectors rebuilds only vectors with mismatched or unknown model versions.
// This is more efficient than rebuilding all vectors when only some need updating.
func (s *Service) rebuildStaleVectors(
	observationStore *gorm.ObservationStore,
	summaryStore *gorm.SummaryStore,
	promptStore *gorm.PromptStore,
	vectorClient *sqlitevec.Client,
	vectorSync *sqlitevec.Sync,
) {
	defer s.wg.Done()

	log.Info().Msg("Starting granular vector rebuild for stale vectors...")
	start := time.Now()

	// Get all stale vectors
	staleVectors, err := vectorClient.GetStaleVectors(s.ctx)
	if err != nil {
		log.Error().Err(err).Msg("Failed to get stale vectors")
		return
	}

	if len(staleVectors) == 0 {
		log.Info().Msg("No stale vectors found")
		return
	}

	log.Info().Int("stale_count", len(staleVectors)).Msg("Found stale vectors to rebuild")

	// Group stale vectors by doc_type and sqlite_id for efficient lookup
	staleObsIDs := make(map[int64]bool)
	staleSummaryIDs := make(map[int64]bool)
	stalePromptIDs := make(map[int64]bool)
	staleDocIDs := make([]string, 0, len(staleVectors))

	for _, sv := range staleVectors {
		staleDocIDs = append(staleDocIDs, sv.DocID)
		switch sv.DocType {
		case "observation":
			staleObsIDs[sv.SQLiteID] = true
		case "summary":
			staleSummaryIDs[sv.SQLiteID] = true
		case "prompt":
			stalePromptIDs[sv.SQLiteID] = true
		}
	}

	// Delete stale vectors before re-syncing
	if err := vectorClient.DeleteVectorsByDocIDs(s.ctx, staleDocIDs); err != nil {
		log.Error().Err(err).Msg("Failed to delete stale vectors")
		return
	}

	var totalSynced atomic.Int64
	var syncErrors atomic.Int64
	var rebuildWg sync.WaitGroup

	// Rebuild all three document types in parallel
	rebuildWg.Add(3)

	// Rebuild stale observations in parallel
	go func() {
		defer rebuildWg.Done()
		if len(staleObsIDs) == 0 {
			return
		}

		ids := make([]int64, 0, len(staleObsIDs))
		for id := range staleObsIDs {
			ids = append(ids, id)
		}

		observations, err := observationStore.GetObservationsByIDs(s.ctx, ids, "date_desc", 0)
		if err != nil {
			log.Error().Err(err).Msg("Failed to fetch observations for rebuild")
			return
		}

		for _, obs := range observations {
			if err := vectorSync.SyncObservation(s.ctx, obs); err != nil {
				log.Warn().Err(err).Int64("id", obs.ID).Msg("Failed to sync observation during rebuild")
				syncErrors.Add(1)
			} else {
				totalSynced.Add(1)
			}
		}
		log.Info().Int("count", len(observations)).Msg("Rebuilt stale observation vectors")
	}()

	// Rebuild stale summaries in parallel
	go func() {
		defer rebuildWg.Done()
		if len(staleSummaryIDs) == 0 {
			return
		}

		ids := make([]int64, 0, len(staleSummaryIDs))
		for id := range staleSummaryIDs {
			ids = append(ids, id)
		}

		summaries, err := summaryStore.GetSummariesByIDs(s.ctx, ids, "date_desc", 0)
		if err != nil {
			log.Error().Err(err).Msg("Failed to fetch summaries for rebuild")
			return
		}

		for _, summary := range summaries {
			if err := vectorSync.SyncSummary(s.ctx, summary); err != nil {
				log.Warn().Err(err).Int64("id", summary.ID).Msg("Failed to sync summary during rebuild")
				syncErrors.Add(1)
			} else {
				totalSynced.Add(1)
			}
		}
		log.Info().Int("count", len(summaries)).Msg("Rebuilt stale summary vectors")
	}()

	// Rebuild stale prompts in parallel
	go func() {
		defer rebuildWg.Done()
		if len(stalePromptIDs) == 0 {
			return
		}

		ids := make([]int64, 0, len(stalePromptIDs))
		for id := range stalePromptIDs {
			ids = append(ids, id)
		}

		prompts, err := promptStore.GetPromptsByIDs(s.ctx, ids, "date_desc", 0)
		if err != nil {
			log.Error().Err(err).Msg("Failed to fetch prompts for rebuild")
			return
		}

		for _, prompt := range prompts {
			if err := vectorSync.SyncUserPrompt(s.ctx, prompt); err != nil {
				log.Warn().Err(err).Int64("id", prompt.ID).Msg("Failed to sync prompt during rebuild")
				syncErrors.Add(1)
			} else {
				totalSynced.Add(1)
			}
		}
		log.Info().Int("count", len(prompts)).Msg("Rebuilt stale prompt vectors")
	}()

	// Wait for all three phases to complete
	rebuildWg.Wait()

	elapsed := time.Since(start)
	log.Info().
		Int64("total_synced", totalSynced.Load()).
		Int64("errors", syncErrors.Load()).
		Dur("elapsed", elapsed).
		Msg("Granular vector rebuild complete")
}

// verifyStaleObservation verifies a single stale observation in the background.
func (s *Service) verifyStaleObservation(req staleVerifyRequest) {
	// Wait for service to be ready
	if !s.ready.Load() {
		return
	}

	// Get observation from DB
	s.initMu.RLock()
	store := s.observationStore
	processor := s.processor
	s.initMu.RUnlock()

	if store == nil || processor == nil {
		return
	}

	obs, err := store.GetObservationByID(s.ctx, req.observationID)
	if err != nil || obs == nil {
		return
	}

	// Verify with Claude CLI (this is slow but we're in background)
	if !processor.VerifyObservation(s.ctx, obs, req.cwd) {
		// Invalid - delete it
		deleted, err := store.DeleteObservations(s.ctx, []int64{obs.ID})
		if err == nil && deleted > 0 {
			log.Info().
				Int64("id", obs.ID).
				Str("title", obs.Title.String).
				Msg("Background verification: deleted invalid observation")
		}
	} else {
		log.Debug().
			Int64("id", obs.ID).
			Msg("Background verification: observation still valid")
	}
}

// setupMiddleware configures HTTP middleware.
func (s *Service) setupMiddleware() {
	// Add request ID first so all subsequent logs can include it
	s.router.Use(RequestID)

	s.router.Use(middleware.Logger)
	s.router.Use(middleware.Recoverer)
	s.router.Use(middleware.RealIP)

	// Add security headers (X-Frame-Options, X-Content-Type-Options, CSP, etc.)
	s.router.Use(SecurityHeaders)

	// Add request body size limit (10MB) to prevent DoS via large payloads
	s.router.Use(MaxBodySize(10 * 1024 * 1024))

	// Require JSON Content-Type for POST/PUT/PATCH requests
	s.router.Use(RequireJSONContentType)

	// Add gzip compression for responses >1KB (reduces bandwidth ~70% for JSON)
	s.router.Use(middleware.Compress(5)) // Level 5 = good balance of speed vs compression

	// Apply per-client rate limiting (after RealIP so we get the real client IP)
	if s.rateLimiter != nil {
		s.router.Use(PerClientRateLimitMiddleware(s.rateLimiter))
	}

	// Note: Timeout middleware is applied per-route, not globally,
	// to avoid killing SSE connections which need to stay open indefinitely
}

// setupRoutes configures HTTP routes.
func (s *Service) setupRoutes() {
	// Serve Vue dashboard from embedded static files
	s.router.Get("/", serveIndex)
	s.router.Get("/assets/*", serveAssets)

	// Health check (both root and API-prefixed for compatibility)
	// Returns 200 immediately so hooks can connect quickly during init
	// Also returns version for stale worker detection
	s.router.Get("/health", s.handleHealth)
	s.router.Get("/api/health", s.handleHealth)

	// Version endpoint for hooks to check if worker needs restart
	s.router.Get("/api/version", s.handleVersion)

	// Rebuild status endpoint for visibility into vector rebuild progress
	s.router.Get("/api/rebuild-status", s.handleRebuildStatus)

	// Vector management endpoints
	s.router.Post("/api/vectors/rebuild", s.handleTriggerVectorRebuild)
	s.router.Get("/api/vectors/health", s.handleVectorHealth)
	s.router.Get("/api/vector/metrics", s.handleVectorMetrics)
	s.router.Get("/api/graph/stats", s.handleGraphStats)

	// Readiness check - returns 200 only when fully initialized
	s.router.Get("/api/ready", s.handleReady)

	// Update endpoints (work before DB is ready)
	s.router.Get("/api/update/check", s.handleUpdateCheck)
	s.router.Post("/api/update/apply", s.handleUpdateApply)
	s.router.Get("/api/update/status", s.handleUpdateStatus)
	s.router.Post("/api/update/restart", s.handleUpdateRestart)

	// General restart endpoint (works before DB is ready)
	s.router.Post("/api/restart", s.handleRestart)

	// Selfcheck endpoint (works before DB is ready - checks all components)
	s.router.Get("/api/selfcheck", s.handleSelfCheck)

	// SSE endpoint (works before DB is ready)
	s.router.Get("/api/events", s.sseBroadcaster.HandleSSE)

	// Routes that require DB to be ready
	s.router.Group(func(r chi.Router) {
		r.Use(s.requireReady)
		r.Use(middleware.Timeout(DefaultHTTPTimeout))

		// Session routes
		r.Post("/api/sessions/init", s.handleSessionInit)
		r.Get("/api/sessions", s.handleGetSessionByClaudeID)
		r.Post("/sessions/{id}/init", s.handleSessionStart)
		r.Post("/api/sessions/observations", s.handleObservation)
		r.Post("/api/sessions/subagent-complete", s.handleSubagentComplete)
		r.Post("/sessions/{id}/summarize", s.handleSummarize)

		// Data routes
		r.Get("/api/observations", s.handleGetObservations)
		r.Get("/api/observations/{id}", s.handleGetObservationByID)
		r.Put("/api/observations/{id}", s.handleUpdateObservation)
		r.Get("/api/summaries", s.handleGetSummaries)
		r.Get("/api/prompts", s.handleGetPrompts)
		r.Get("/api/projects", s.handleGetProjects)
		r.Get("/api/stats", s.handleGetStats)
		r.Get("/api/stats/retrieval", s.handleGetRetrievalStats)
		r.Get("/api/types", s.handleGetTypes)
		r.Get("/api/models", s.handleGetModels)

		// Observation scoring and feedback routes
		r.Post("/api/observations/{id}/feedback", s.handleObservationFeedback)
		r.Get("/api/observations/{id}/score", s.handleExplainScore)
		r.Get("/api/observations/top", s.handleGetTopObservations)
		r.Get("/api/observations/most-retrieved", s.handleGetMostRetrieved)

		// Scoring configuration routes
		r.Get("/api/scoring/stats", s.handleGetScoringStats)
		r.Get("/api/scoring/concepts", s.handleGetConceptWeights)
		r.Put("/api/scoring/concepts/{concept}", s.handleUpdateConceptWeight)
		r.Post("/api/scoring/recalculate", s.handleTriggerRecalculation)

		// Context injection
		r.Get("/api/context/count", s.handleContextCount)
		r.Get("/api/context/inject", s.handleContextInject)
		r.Get("/api/context/search", s.handleSearchByPrompt)
		r.Get("/api/context/files", s.handleFileContext)

		// Pattern routes
		r.Get("/api/patterns", s.handleGetPatterns)
		r.Get("/api/patterns/stats", s.handleGetPatternStats)
		r.Get("/api/patterns/search", s.handleSearchPatterns)
		r.Get("/api/patterns/by-name", s.handleGetPatternByName)
		r.Get("/api/patterns/{id}", s.handleGetPatternByID)
		r.Get("/api/patterns/{id}/insight", s.handleGetPatternInsight)
		r.Delete("/api/patterns/{id}", s.handleDeletePattern)
		r.Post("/api/patterns/{id}/deprecate", s.handleDeprecatePattern)
		r.Post("/api/patterns/merge", s.handleMergePatterns)

		// Relation routes (knowledge graph)
		r.Get("/api/relations/stats", s.handleGetRelationStats)
		r.Get("/api/relations/type/{type}", s.handleGetRelationsByType)
		r.Get("/api/observations/{id}/relations", s.handleGetRelations)
		r.Get("/api/observations/{id}/graph", s.handleGetRelationGraph)
		r.Get("/api/observations/{id}/related", s.handleGetRelatedObservations)

		// Bulk import, export, and archival routes
		r.Post("/api/observations/bulk-import", s.handleBulkImport)
		r.Get("/api/observations/export", s.handleExportObservations)
		r.Post("/api/observations/archive", s.handleArchiveObservations)
		r.Post("/api/observations/{id}/unarchive", s.handleUnarchiveObservation)
		r.Get("/api/observations/archived", s.handleGetArchivedObservations)
		r.Get("/api/observations/archival-stats", s.handleGetArchivalStats)

		// Search analytics
		r.Get("/api/search/recent", s.handleGetRecentQueries)
		r.Get("/api/search/analytics", s.handleGetSearchAnalytics)

		// Duplicate detection
		r.Get("/api/observations/duplicates", s.handleFindDuplicates)

		// Bulk status operations
		r.Post("/api/observations/bulk-status", s.handleBulkStatusUpdate)
	})
}

// recordRetrievalStats atomically updates retrieval statistics for a project.
func (s *Service) recordRetrievalStats(project string, served, verified, deleted int64, isSearch bool) {
	s.recordRetrievalStatsExtended(project, served, verified, deleted, 0, 0, 0, isSearch)
}

// recordRetrievalStatsExtended records retrieval stats including staleness metrics.
func (s *Service) recordRetrievalStatsExtended(project string, served, verified, deleted, staleExcluded, freshCount, duplicatesRemoved int64, isSearch bool) {
	now := time.Now().Unix()

	s.retrievalStatsMu.Lock()
	stats := s.retrievalStats[project]
	if stats == nil {
		// Cleanup old entries if we're at capacity
		if len(s.retrievalStats) >= maxRetrievalStatsProjects {
			s.cleanupRetrievalStatsLocked()
		}
		stats = &RetrievalStats{}
		s.retrievalStats[project] = stats
	}
	s.retrievalStatsMu.Unlock()

	atomic.AddInt64(&stats.TotalRequests, 1)
	atomic.AddInt64(&stats.ObservationsServed, served)
	atomic.AddInt64(&stats.VerifiedStale, verified)
	atomic.AddInt64(&stats.DeletedInvalid, deleted)
	atomic.AddInt64(&stats.StaleExcluded, staleExcluded)
	atomic.AddInt64(&stats.FreshCount, freshCount)
	atomic.AddInt64(&stats.DuplicatesRemoved, duplicatesRemoved)
	atomic.StoreInt64(&stats.LastUpdated, now)
	if isSearch {
		atomic.AddInt64(&stats.SearchRequests, 1)
	} else {
		atomic.AddInt64(&stats.ContextInjections, 1)
	}
}

// cleanupRetrievalStatsLocked removes stale entries from retrievalStats.
// Must be called with retrievalStatsMu held.
func (s *Service) cleanupRetrievalStatsLocked() {
	cutoff := time.Now().Add(-retrievalStatsMaxAge).Unix()
	for project, stats := range s.retrievalStats {
		if atomic.LoadInt64(&stats.LastUpdated) < cutoff {
			delete(s.retrievalStats, project)
		}
	}
}

// GetRetrievalStats returns a copy of the retrieval stats for a project.
// If project is empty, returns aggregate stats across all projects.
func (s *Service) GetRetrievalStats(project string) RetrievalStats {
	s.retrievalStatsMu.RLock()
	defer s.retrievalStatsMu.RUnlock()

	if project != "" {
		// Return stats for specific project
		stats := s.retrievalStats[project]
		if stats == nil {
			return RetrievalStats{}
		}
		return RetrievalStats{
			TotalRequests:      atomic.LoadInt64(&stats.TotalRequests),
			ObservationsServed: atomic.LoadInt64(&stats.ObservationsServed),
			VerifiedStale:      atomic.LoadInt64(&stats.VerifiedStale),
			DeletedInvalid:     atomic.LoadInt64(&stats.DeletedInvalid),
			SearchRequests:     atomic.LoadInt64(&stats.SearchRequests),
			ContextInjections:  atomic.LoadInt64(&stats.ContextInjections),
			StaleExcluded:      atomic.LoadInt64(&stats.StaleExcluded),
			FreshCount:         atomic.LoadInt64(&stats.FreshCount),
			DuplicatesRemoved:  atomic.LoadInt64(&stats.DuplicatesRemoved),
		}
	}

	// Aggregate stats across all projects
	var result RetrievalStats
	for _, stats := range s.retrievalStats {
		result.TotalRequests += atomic.LoadInt64(&stats.TotalRequests)
		result.ObservationsServed += atomic.LoadInt64(&stats.ObservationsServed)
		result.VerifiedStale += atomic.LoadInt64(&stats.VerifiedStale)
		result.DeletedInvalid += atomic.LoadInt64(&stats.DeletedInvalid)
		result.SearchRequests += atomic.LoadInt64(&stats.SearchRequests)
		result.ContextInjections += atomic.LoadInt64(&stats.ContextInjections)
		result.StaleExcluded += atomic.LoadInt64(&stats.StaleExcluded)
		result.FreshCount += atomic.LoadInt64(&stats.FreshCount)
		result.DuplicatesRemoved += atomic.LoadInt64(&stats.DuplicatesRemoved)
	}
	return result
}

// trackSearchQuery records a search query for analytics using a circular buffer.
// O(1) insertion - no memory allocation or copying on each insert.
func (s *Service) trackSearchQuery(query, project, queryType string, results int, usedVector bool) {
	s.recentQueriesMu.Lock()
	defer s.recentQueriesMu.Unlock()

	// Move head back (wrapping around) and insert at new head position
	// This puts the newest item at the head
	s.recentQueriesHead = (s.recentQueriesHead - 1 + maxRecentQueries) % maxRecentQueries

	s.recentQueriesBuf[s.recentQueriesHead] = RecentSearchQuery{
		Query:      query,
		Project:    project,
		Type:       queryType,
		Results:    results,
		UsedVector: usedVector,
		Timestamp:  time.Now(),
	}

	// Increase length up to max
	if s.recentQueriesLen < maxRecentQueries {
		s.recentQueriesLen++
	}
}

// getRecentSearchQueries returns recent search queries, optionally filtered by project.
// Returns newest first.
func (s *Service) getRecentSearchQueries(project string, limit int) []RecentSearchQuery {
	if limit <= 0 {
		limit = 20
	}
	if limit > maxRecentQueries {
		limit = maxRecentQueries
	}

	s.recentQueriesMu.RLock()
	defer s.recentQueriesMu.RUnlock()

	if s.recentQueriesLen == 0 {
		return nil
	}

	if project == "" {
		// Return all queries up to limit (newest first from circular buffer)
		count := s.recentQueriesLen
		if count > limit {
			count = limit
		}
		result := make([]RecentSearchQuery, count)
		for i := 0; i < count; i++ {
			idx := (s.recentQueriesHead + i) % maxRecentQueries
			result[i] = s.recentQueriesBuf[idx]
		}
		return result
	}

	// Filter by project (iterate from newest to oldest)
	// Use constant capacity to prevent excessive allocation from user input
	// limit is already bounded to maxRecentQueries above, but we use the constant
	// directly here to satisfy static analysis tools
	result := make([]RecentSearchQuery, 0, maxRecentQueries)
	for i := 0; i < s.recentQueriesLen; i++ {
		idx := (s.recentQueriesHead + i) % maxRecentQueries
		q := s.recentQueriesBuf[idx]
		if q.Project == project {
			result = append(result, q)
			if len(result) >= limit {
				break
			}
		}
	}
	return result
}

// getCachedObservationCount returns observation count for a project, using cache if available.
// Falls back to database query if cache is expired or missing.
func (s *Service) getCachedObservationCount(ctx context.Context, project string) (int, error) {
	// Check cache first
	s.cachedObsCountsMu.RLock()
	if cached, ok := s.cachedObsCounts[project]; ok {
		if time.Since(cached.timestamp) < s.statsCacheTTL {
			s.cachedObsCountsMu.RUnlock()
			return cached.count, nil
		}
	}
	s.cachedObsCountsMu.RUnlock()

	// Cache miss or expired - query database
	count, err := s.observationStore.GetObservationCount(ctx, project)
	if err != nil {
		return 0, err
	}

	// Update cache
	s.cachedObsCountsMu.Lock()
	s.cachedObsCounts[project] = cachedCount{
		count:     count,
		timestamp: time.Now(),
	}
	s.cachedObsCountsMu.Unlock()

	return count, nil
}

// invalidateObsCountCache invalidates the observation count cache for a project.
// Call this when observations are added, archived, or deleted.
func (s *Service) invalidateObsCountCache(project string) {
	s.cachedObsCountsMu.Lock()
	delete(s.cachedObsCounts, project)
	s.cachedObsCountsMu.Unlock()
}

// invalidateAllObsCountCache clears all observation count caches.
func (s *Service) invalidateAllObsCountCache() {
	s.cachedObsCountsMu.Lock()
	s.cachedObsCounts = make(map[string]cachedCount)
	s.cachedObsCountsMu.Unlock()
}

// Start starts the worker service.
// The HTTP server starts immediately; database initialization happens async.
func (s *Service) Start() error {
	port := config.GetWorkerPort()

	s.server = &http.Server{
		Addr:              fmt.Sprintf(":%d", port),
		Handler:           s.router,
		ReadHeaderTimeout: 10 * time.Second,
		ReadTimeout:       30 * time.Second,
		WriteTimeout:      0, // Disabled for SSE (long-lived connections)
		IdleTimeout:       120 * time.Second,
	}

	// Check if we're in restart mode (after update)
	isRestart := os.Getenv("CLAUDE_MNEMONIC_RESTART") == "1"

	s.wg.Add(1)
	go func() {
		defer s.wg.Done()

		var lastErr error
		maxRetries := 1
		if isRestart {
			maxRetries = 10 // Retry up to 10 times during restart
		}

		for i := 0; i < maxRetries; i++ {
			lastErr = s.server.ListenAndServe()
			if lastErr == http.ErrServerClosed {
				return // Normal shutdown
			}

			if i < maxRetries-1 && isRestart {
				log.Warn().Err(lastErr).Int("retry", i+1).Msg("Port not ready, retrying...")
				time.Sleep(500 * time.Millisecond)
				continue
			}
		}

		if lastErr != nil {
			log.Error().Err(lastErr).Msg("HTTP server error")
		}
	}()

	// Note: Queue processor is started in initializeAsync() after DB is ready

	log.Info().
		Int("port", port).
		Int("pid", getPID()).
		Bool("restart_mode", isRestart).
		Msg("Worker HTTP server started (initialization in progress)")

	return nil
}

// processQueue processes the observation queue in the background.
// Processes immediately when notified, or every QueueProcessInterval as fallback.
func (s *Service) processQueue() {
	defer s.wg.Done()

	ticker := time.NewTicker(QueueProcessInterval)
	defer ticker.Stop()

	for {
		select {
		case <-s.ctx.Done():
			return
		case <-s.sessionManager.ProcessNotify:
			// Immediate processing when observation is queued
			s.processAllSessions()
		case <-ticker.C:
			// Fallback periodic processing
			s.processAllSessions()
		}
	}
}

// processAllSessions processes pending messages for all active sessions.
// Messages are processed in parallel using goroutines, with concurrency
// limited by the processor's semaphore.
func (s *Service) processAllSessions() {
	// Get all sessions with pending messages
	sessions := s.sessionManager.GetAllSessions()

	var wg sync.WaitGroup

	for _, sess := range sessions {
		// Get pending messages
		messages := s.sessionManager.DrainMessages(sess.SessionDBID)
		if len(messages) == 0 {
			continue
		}

		// Process each message in a goroutine
		for _, msg := range messages {
			wg.Add(1)
			go func(sess *session.ActiveSession, msg session.PendingMessage) {
				defer wg.Done()

				switch msg.Type {
				case session.MessageTypeObservation:
					if msg.Observation != nil {
						err := s.processor.ProcessObservation(
							s.ctx,
							sess.SDKSessionID,
							sess.Project,
							msg.Observation.ToolName,
							msg.Observation.ToolInput,
							msg.Observation.ToolResponse,
							msg.Observation.PromptNumber,
							msg.Observation.CWD,
						)
						if err != nil {
							log.Error().Err(err).
								Str("tool", msg.Observation.ToolName).
								Msg("Failed to process observation")
						}
					}

				case session.MessageTypeSummarize:
					if msg.Summarize != nil {
						err := s.processor.ProcessSummary(
							s.ctx,
							sess.SessionDBID,
							sess.SDKSessionID,
							sess.Project,
							sess.UserPrompt,
							msg.Summarize.LastUserMessage,
							msg.Summarize.LastAssistantMessage,
						)
						if err != nil {
							log.Error().Err(err).
								Int64("sessionId", sess.SessionDBID).
								Msg("Failed to process summary")
						}
						// Delete session after summary
						s.sessionManager.DeleteSession(sess.SessionDBID)
					}
				}
			}(sess, msg)
		}
	}

	// Wait for all goroutines to complete
	wg.Wait()

	// Broadcast status after processing
	s.broadcastProcessingStatus()
}

// Shutdown gracefully shuts down the service.
func (s *Service) Shutdown(ctx context.Context) error {
	log.Info().Msg("Starting graceful shutdown...")
	start := time.Now()

	// Cancel context to signal all background goroutines
	s.cancel()

	// Create error collector
	var shutdownErrors []error
	var mu sync.Mutex
	collectError := func(name string, err error) {
		if err != nil {
			mu.Lock()
			shutdownErrors = append(shutdownErrors, fmt.Errorf("%s: %w", name, err))
			mu.Unlock()
			log.Error().Err(err).Str("component", name).Msg("Shutdown error")
		}
	}

	// Phase 1: Stop accepting new work (HTTP server shutdown first)
	log.Debug().Msg("Phase 1: Stopping HTTP server...")
	if s.server != nil {
		if err := s.server.Shutdown(ctx); err != nil {
			collectError("http_server", err)
		}
	}

	// Phase 2: Stop file watchers (prevent new DB recreation)
	log.Debug().Msg("Phase 2: Stopping watchers...")
	if s.dbWatcher != nil {
		_ = s.dbWatcher.Stop()
	}
	if s.configWatcher != nil {
		_ = s.configWatcher.Stop()
	}

	// Phase 3: Stop background workers (drain queues)
	log.Debug().Msg("Phase 3: Stopping background workers...")
	if s.recalculator != nil {
		s.recalculator.Stop()
	}
	if s.patternDetector != nil {
		s.patternDetector.Stop()
	}

	// Phase 4: Shutdown sessions (flush pending work)
	log.Debug().Msg("Phase 4: Shutting down sessions...")
	if s.sessionManager != nil {
		s.sessionManager.ShutdownAll(ctx)
	}

	// Phase 5: Wait for goroutines with timeout
	log.Debug().Msg("Phase 5: Waiting for goroutines...")
	done := make(chan struct{})
	go func() {
		s.wg.Wait()
		close(done)
	}()

	select {
	case <-done:
		log.Debug().Msg("All goroutines finished")
	case <-ctx.Done():
		log.Warn().Msg("Timeout waiting for goroutines - forcing shutdown")
	}

	// Phase 6: Close AI/ML services (close models)
	log.Debug().Msg("Phase 6: Closing AI/ML services...")
	if s.reranker != nil {
		collectError("reranker", s.reranker.Close())
	}
	if s.embedSvc != nil {
		collectError("embedding_service", s.embedSvc.Close())
	}

	// Phase 7: Close vector client (no external process)
	log.Debug().Msg("Phase 7: Closing vector client...")
	if s.vectorClient != nil {
		collectError("vector_client", s.vectorClient.Close())
	}

	// Phase 8: Close database last (other components may need it)
	log.Debug().Msg("Phase 8: Closing database...")
	if s.store != nil {
		collectError("database", s.store.Close())
	}

	elapsed := time.Since(start)
	if len(shutdownErrors) > 0 {
		log.Warn().
			Int("errors", len(shutdownErrors)).
			Dur("elapsed", elapsed).
			Msg("Worker shutdown completed with errors")
		return shutdownErrors[0]
	}

	log.Info().
		Dur("elapsed", elapsed).
		Msg("Worker service shutdown complete")
	return nil
}

// broadcastProcessingStatus broadcasts the current processing status.
func (s *Service) broadcastProcessingStatus() {
	isProcessing := s.sessionManager.IsAnySessionProcessing()
	queueDepth := s.sessionManager.GetTotalQueueDepth()

	s.sseBroadcaster.Broadcast(map[string]any{
		"type":         "processing_status",
		"isProcessing": isProcessing,
		"queueDepth":   queueDepth,
	})
}

func getPID() int {
	return os.Getpid()
}