diff --git a/go/internal/api/routes/core.go b/go/internal/api/routes/core.go
index cc91d27..6f5d403 100644
--- a/go/internal/api/routes/core.go
+++ b/go/internal/api/routes/core.go
@@ -270,6 +270,14 @@ func (a *API) Recall(w http.ResponseWriter, r *http.Request) {
 
 	// Record recall hit rate (has results = hit, empty = miss)
 	selfoptimize.Dash.RecordRecall(len(results) > 0)
+	// Gap auto-close: recall 命中后自动关闭该 query 对应的 open gap
+	if len(results) > 0 {
+		gd := selfoptimize.GetGlobalGapDetector()
+		if gd != nil {
+			gd.RecordHit(req.Query)
+			gd.ClearMisses(req.Query)
+		}
+	}
 	// VProp 自动记录：命中 → success，空结果 → failure
 	decisionID := "recall_" + req.Query + "_" + req.Namespace
 	if len(results) > 0 {
diff --git a/go/internal/api/server.go b/go/internal/api/server.go
index 6852c25..2a6fba6 100644
--- a/go/internal/api/server.go
+++ b/go/internal/api/server.go
@@ -10,6 +10,7 @@ import (
 	"log"
 	"net/http"
 	"os"
+	"runtime"
 	"strconv"
 	"strings"
 	"time"
@@ -62,34 +63,11 @@ func NewServer() http.Handler {
 	emb := storage.NewEmbedder(os.Getenv("VLLM_ENDPOINT"))
 	rerank := storage.NewReranker(os.Getenv("RERANK_ENDPOINT"), emb)
 
-	// 存储后端选择：LanceDB (Rust IPC) → SQLite（CGO）→ 内存
-	var ldb storage.LanceDB
-	backend := os.Getenv("STORAGE_BACKEND")
-	switch backend {
-	case "lancedb":
-		sockPath := os.Getenv("LANCEDB_SOCKET")
-		if sockPath == "" {
-			sockPath = "/tmp/zhiyi-ipc.sock"
-		}
-		ldb = storage.NewRustLanceDBClient(sockPath, emb)
-		log.Printf("[zhiyid] 存储后端: LanceDB (Rust IPC) — %s", sockPath)
-	case "sqlite":
-		dbPath := os.Getenv("SQLITE_PATH")
-		sqliteDB, err := storage.NewSQLiteClient(dbPath)
-		if err != nil {
-			log.Printf("[zhiyid] SQLite 初始化失败 (%v)，降级为内存存储", err)
-			ldb = storage.NewMemLanceClient(emb)
-		} else {
-			ldb = sqliteDB
-			log.Printf("[zhiyid] 存储后端: SQLite (CGO) — %s", dbPath)
-		}
-	default:
-		ldb = storage.NewMemLanceClient(emb)
-		log.Printf("[zhiyid] 存储后端: 内存（零依赖）")
-	}
+	// 存储后端
+	ldb := initStorageBackend(os.Getenv("STORAGE_BACKEND"), emb)
 
 	// 启动时数据目录一致性检查（防止路径混乱导致读取废弃数据）
-	runStartupChecks(backend)
+	runStartupChecks(os.Getenv("STORAGE_BACKEND"))
 
 	// G7.2: 注册 LDB getter（供 skill crystallize 使用）
 	routes.RegisterLDBGetter(func() storage.LanceDB { return ldb })
@@ -112,20 +90,8 @@ func NewServer() http.Handler {
 		}
 	}()
 
-	// 图谱：SQLite (graph_nodes/graph_edges) — 设计要求，非 FileGraph JSON
-	graphPath := os.Getenv("GRAPH_PATH")
-	if graphPath == "" {
-		graphPath = "/var/lib/memoryweave/graph.db"
-	}
-	var graphStore governance.GraphStore
-	gs, err := governance.NewSQLiteGraphStore(graphPath)
-	if err != nil {
-		log.Printf("[zhiyid] WARN: SQLite 图谱初始化失败 (%v)，降级为 InMemoryGraph", err)
-		graphStore = governance.NewInMemoryGraph()
-	} else {
-		graphStore = gs
-		log.Printf("[zhiyid] 图谱后端: SQLiteGraphStore — %s", graphPath)
-	}
+	// 图谱
+	graphStore := initGraphStore()
 	graphUpdater := governance.NewAutoGraphUpdater(graphStore)
 	graphAPI := routes.NewGraphAPI(graphStore)
 
@@ -141,6 +107,7 @@ func NewServer() http.Handler {
 	// ─── 缺口
 	gapDetector := selfoptimize.NewGapDetector(emb, ldb)
 	gapDetector.EnableGapRedisPersistence()
+	selfoptimize.SetGlobalGapDetector(gapDetector) // 注册全局实例供 recall 回调使用
 
 	// 因果追踪持久化
 	routes.CascadeR.Tracker().EnableCausalRedisPersistence()
@@ -856,6 +823,25 @@ func NewServer() http.Handler {
 		}
 		return err
 	})
+	// 注册 conflict_muchen 处理器：自动裁决低信任差异冲突
+	selfoptimize.Flow.Register("conflict_muchen", func(task *selfoptimize.PipelineTask) error {
+		conflicts := conflictAPI.Detector.ListActive()
+		for _, c := range conflicts {
+			if c.Status != "pending" {
+				continue
+			}
+			// 按策略自动裁决：latest_wins / primary_wins / dismiss
+			resolution := conflictAPI.Detector.AutoResolve(c)
+			if resolution == "pending" {
+				// 低信任差异（两记忆 trust 差 < 0.2）→ dismiss
+				resolution = "dismiss"
+			}
+			if err := conflictAPI.Detector.Resolve(c.ID, resolution, ""); err == nil {
+				selfoptimize.Dash.RecordConflictResolved(true)
+			}
+		}
+		return nil
+	})
 	go selfoptimize.Flow.Start()
 	selfoptimize.Executor.Start(selfoptimize.Flow)
 
@@ -1037,9 +1023,15 @@ func NewServer() http.Handler {
 			time.Sleep(15 * time.Second)
 			// 同步 Dashboard → Prometheus gauges
 			metrics.SyncFromDashboard(selfoptimize.Dash.Metrics())
-			// 采集 SQLite 数据库文件大小
-			if fi, err := os.Stat(graphPath); err == nil {
-				metrics.SQLiteDBSizeBytes.Set(float64(fi.Size()))
+			// 采集 SQLite 数据库文件大小（Linux only）
+			if runtime.GOOS != "windows" {
+				gPath := os.Getenv("GRAPH_PATH")
+				if gPath == "" {
+					gPath = "/var/lib/memoryweave/graph.db"
+				}
+				if fi, err := os.Stat(gPath); err == nil {
+					metrics.SQLiteDBSizeBytes.Set(float64(fi.Size()))
+				}
 			}
 			// 采集进程 RSS 内存
 			if data, err := os.ReadFile("/proc/self/status"); err == nil {
diff --git a/go/internal/selfoptimize/selfoptimize.go b/go/internal/selfoptimize/selfoptimize.go
index 557c12b..a147065 100644
--- a/go/internal/selfoptimize/selfoptimize.go
+++ b/go/internal/selfoptimize/selfoptimize.go
@@ -395,6 +395,33 @@ func (gd *GapDetector) Close(topic string) {
 	}
 }
 
+// RecordHit 记录一次召回命中，自动关闭该 topic 的 open gap
+func (gd *GapDetector) RecordHit(topic string) {
+	gd.mu.Lock()
+	defer gd.mu.Unlock()
+	if g, ok := gd.gaps[topic]; ok && !g.Closed {
+		g.Closed = true
+		gd.persistGaps()
+		Dash.RecordGapClosed()
+	}
+}
+
+// ClearMisses 清除某个 topic 的 miss 计数（recall 命中后调用）
+func (gd *GapDetector) ClearMisses(topic string) {
+	gd.mu.Lock()
+	defer gd.mu.Unlock()
+	delete(gd.misses, topic)
+	gd.persistMisses()
+}
+
+// ─── 全局 GapDetector 访问（供 routes 包调用）───────────────
+
+var globalGapDetector *GapDetector
+
+func SetGlobalGapDetector(gd *GapDetector) { globalGapDetector = gd }
+
+func GetGlobalGapDetector() *GapDetector { return globalGapDetector }
+
 // ─── 因果追踪 ────────────────────────────────────────────
 
 type TraceEntry struct {