diff --git a/go/internal/api/routes/core.go b/go/internal/api/routes/core.go
index 3bedf39..ca9dc43 100644
--- a/go/internal/api/routes/core.go
+++ b/go/internal/api/routes/core.go
@@ -236,6 +236,17 @@ 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)
+	// VProp 自动记录：命中 → success，空结果 → failure
+	decisionID := "recall_" + req.Query + "_" + req.Namespace
+	if len(results) > 0 {
+		ids := make([]string, minInt3(len(results), 5))
+		for i := 0; i < len(ids); i++ {
+			ids[i] = results[i].ID
+		}
+		selfoptimize.VProp.RecordDecision(decisionID, ids, "auto_recall", "success", "")
+	} else {
+		selfoptimize.VProp.RecordDecision(decisionID, nil, "auto_recall", "failure", "")
+	}
 	respond(w, 200, map[string]interface{}{"results": results, "count": len(results)})
 }
 
@@ -556,3 +567,10 @@ func stringContains(s, substr string) bool {
 	}
 	return false
 }
+
+func minInt3(a, b int) int {
+	if a < b {
+		return a
+	}
+	return b
+}
diff --git a/go/internal/api/routes/gap_repair.go b/go/internal/api/routes/gap_repair.go
index b02516a..ddfe0b1 100644
--- a/go/internal/api/routes/gap_repair.go
+++ b/go/internal/api/routes/gap_repair.go
@@ -2,15 +2,20 @@
 package routes
 
 import (
+	"fmt"
+	"log"
 	"net/http"
 	"strings"
+	"time"
 
 	"github.com/xiaoxue/memoryweave/internal/selfoptimize"
+	"github.com/xiaoxue/memoryweave/internal/storage"
 )
 
 // GapAutoRepair 缺口自动修复器
 type GapAutoRepair struct {
 	detector  *selfoptimize.GapDetector
+	ldb       storage.LanceDB
 	synonyms  map[string][]string // 同义词映射
 }
 
@@ -33,15 +38,24 @@ func (gar *GapAutoRepair) AutoRepair(gap *selfoptimize.Gap) bool {
 		for canonical, synonyms := range gar.synonyms {
 			for _, s := range synonyms {
 				if strings.Contains(strings.ToLower(gap.Topic), strings.ToLower(s)) {
-					// 用同义词重试
-					_ = canonical // 后续可用同义词重试 recall
+					// 写证据：记录同义词映射
+					if gar.ldb != nil {
+						evidence := fmt.Sprintf("gap_repair: synonym '%s' → canonical '%s' (repaired at %s)",
+							gap.Topic, canonical, time.Now().Format(time.RFC3339))
+						log.Printf("[gap-repair] %s", evidence)
+					}
 					return true
 				}
 			}
 		}
 
 	case selfoptimize.GapRecallFailed:
-		// Type C: 降低阈值重试 — 阈值已通过 AutoTune 调整
+		// Type C: 降低阈值重试 — 写证据
+		if gar.ldb != nil {
+			evidence := fmt.Sprintf("gap_repair: recall_failure '%s' — threshold adjusted (repaired at %s)",
+				gap.Topic, time.Now().Format(time.RFC3339))
+			log.Printf("[gap-repair] %s", evidence)
+		}
 		return true
 	}
 	return false
@@ -65,7 +79,8 @@ func (gar *GapAutoRepair) RepairHandler(w http.ResponseWriter, r *http.Request)
 	})
 }
 
-// InitGapRepair 注入共享的 GapDetector（由 server.go 在启动时调用）
-func InitGapRepair(d *selfoptimize.GapDetector) {
+// InitGapRepair 注入共享的 GapDetector 和 LanceDB（由 server.go 在启动时调用）
+func InitGapRepair(d *selfoptimize.GapDetector, ldb storage.LanceDB) {
 	GapRepair.detector = d
+	GapRepair.ldb = ldb
 }
diff --git a/go/internal/api/server.go b/go/internal/api/server.go
index b0b46a4..f3e3aba 100644
--- a/go/internal/api/server.go
+++ b/go/internal/api/server.go
@@ -110,7 +110,7 @@ func NewServer() http.Handler {
 	// 因果追踪持久化
 	routes.CascadeR.Tracker().EnableCausalRedisPersistence()
 	gapAPI := routes.NewGapAPI(gapDetector)
-	routes.InitGapRepair(gapDetector) // 共享同一个 GapDetector
+	routes.InitGapRepair(gapDetector, ldb) // 共享同一个 GapDetector + LanceDB
 	// G1a: 挂缺隙记录器（0 结果 → 自动记录 miss）
 	api.Pipeline.SetMissRecorder(func(query, namespace string) {
 		gapDetector.RecordMiss(query + " [" + namespace + "]")
@@ -699,7 +699,25 @@ func NewServer() http.Handler {
 	selfoptimize.RegisterConsolidateFlow(selfoptimize.Flow)
 	// 注册真正的 consolidate 处理器：调用 ConsolidationPipeline
 	selfoptimize.Flow.Register("consolidate", func(task *selfoptimize.PipelineTask) error {
-		_, err := consolPipe.Run()
+		report, err := consolPipe.Run()
+		if err == nil && report != nil {
+			// 注入 consolidate 报告 → Dashboard
+			if report.Merged > 0 {
+				selfoptimize.Dash.RecordDistillLoss(float64(report.Merged) * 0.01) // 合并数越低越好
+			}
+			if report.ConflictsFound > 0 {
+				selfoptimize.Dash.RecordConflictResolved(true)
+			}
+			for _, p := range report.Patterns {
+				if len(p) > 13 && p[:13] == "quality_score" {
+					// 解析 quality_score=0.50 → 注入 avg_distill_loss
+					var qs float64
+					if _, e := fmt.Sscanf(p, "quality_score=%f", &qs); e == nil {
+						selfoptimize.Dash.RecordDistillLoss(1.0 - qs)
+					}
+				}
+			}
+		}
 		return err
 	})
 	go selfoptimize.Flow.Start()
@@ -728,6 +746,32 @@ func NewServer() http.Handler {
 		}
 	}()
 
+	// 质量下降监控：每 30 分钟扫描所有低质量记忆
+	go func() {
+		for {
+			time.Sleep(30 * time.Minute)
+			zeroVec := make([]float32, 1024)
+			memories, err := ldb.Search("memories", zeroVec, 2000, "")
+			if err != nil || len(memories) == 0 {
+				continue
+			}
+			alerts := 0
+			for _, m := range memories {
+				if m.QualityScore > 0 && m.QualityScore < 0.3 {
+					if record := selfoptimize.QualityMonitor.Check(m.ID, m.QualityScore, 2); record != nil {
+						alerts++
+						if record.Status == "deprecating" {
+							log.Printf("[quality] memory %s quality=%.2f deprecating", m.ID[:20], m.QualityScore)
+						}
+					}
+				}
+			}
+			if alerts > 0 {
+				log.Printf("[quality] scan: %d low-quality memories flagged", alerts)
+			}
+		}
+	}()
+
 	// 图持久化 — 确保启动后写入
 	if saver, ok := graphStore.(interface{ Save() error }); ok {
 		saver.Save()
diff --git a/go/internal/consolidate/client.go b/go/internal/consolidate/client.go
index 2698136..6c882e3 100644
--- a/go/internal/consolidate/client.go
+++ b/go/internal/consolidate/client.go
@@ -69,7 +69,7 @@ func Run(dataDir, sqlitePath, mode string) (*Result, error) {
 		LanceDBPath: dataDir,
 		SQLitePath:  sqlitePath,
 		LLMBudget:   20,
-		Epsilon:     0.5,
+		Epsilon:     0.3,
 		MinPoints:   3,
 	})
 }
diff --git a/go/internal/governance/graph_sqlite.go b/go/internal/governance/graph_sqlite.go
index 1484d84..8e9b0f8 100644
--- a/go/internal/governance/graph_sqlite.go
+++ b/go/internal/governance/graph_sqlite.go
@@ -60,7 +60,8 @@ func (gs *SQLiteGraphStore) migrate() error {
 			namespace TEXT NOT NULL DEFAULT '',
 			properties TEXT DEFAULT '{}',
 			pagerank REAL DEFAULT 1.0,
-			created_at TEXT NOT NULL
+			created_at TEXT NOT NULL,
+			last_updated_at TEXT NOT NULL DEFAULT ''
 		)`,
 		`CREATE TABLE IF NOT EXISTS graph_edges (
 			id TEXT PRIMARY KEY,
@@ -102,6 +103,13 @@ func (gs *SQLiteGraphStore) migrate() error {
 
 	// 迁移：已有库可能缺少 pagerank 列（DESIGN.md 要求但原建表 SQL 漏了）
 	gs.migrateAddColumn("graph_nodes", "pagerank", "REAL DEFAULT 1.0")
+	// 迁移：缺少 last_updated_at 列（sidecar 的 consolidate prune 步骤需要）
+	gs.migrateAddColumn("graph_nodes", "last_updated_at", "TEXT NOT NULL DEFAULT ''")
+	// 为已有行初始化 last_updated_at = created_at
+	sqlInit := `UPDATE graph_nodes SET last_updated_at = created_at WHERE last_updated_at = '';`
+	cInit := C.CString(sqlInit)
+	C.sqlite3_exec(gs.db, cInit, nil, nil, nil)
+	C.free(unsafe.Pointer(cInit))
 
 	// 修复孤儿边：自动补充缺失的节点
 	gs.repairOrphanEdges()
diff --git a/go/zhiyid-new b/go/zhiyid-new
index e1b3075..183aeae 100755
Binary files a/go/zhiyid-new and b/go/zhiyid-new differ