diff --git a/ui/web/src/i18n/locales/en/memory.json b/ui/web/src/i18n/locales/en/memory.json
index bcade483..b6ca0ac1 100644
--- a/ui/web/src/i18n/locales/en/memory.json
+++ b/ui/web/src/i18n/locales/en/memory.json
@@ -147,6 +147,7 @@
       "traversing": "Traversing...",
       "loading": "Loading...",
       "noRelations": "No relations found.",
+      "showAll": "Show all",
       "traversalResults": "Traversal Results ({{count}})",
       "direction": {
         "outgoing": "→ outgoing",
diff --git a/ui/web/src/i18n/locales/vi/memory.json b/ui/web/src/i18n/locales/vi/memory.json
index a3410d31..2b8c0861 100644
--- a/ui/web/src/i18n/locales/vi/memory.json
+++ b/ui/web/src/i18n/locales/vi/memory.json
@@ -147,6 +147,7 @@
       "traversing": "Đang duyệt...",
       "loading": "Đang tải...",
       "noRelations": "Không tìm thấy quan hệ.",
+      "showAll": "Hiện tất cả",
       "traversalResults": "Kết quả duyệt ({{count}})",
       "direction": {
         "outgoing": "→ đi ra",
diff --git a/ui/web/src/i18n/locales/zh/memory.json b/ui/web/src/i18n/locales/zh/memory.json
index 69997cab..cdc119d0 100644
--- a/ui/web/src/i18n/locales/zh/memory.json
+++ b/ui/web/src/i18n/locales/zh/memory.json
@@ -147,6 +147,7 @@
       "traversing": "遍历中...",
       "loading": "加载中...",
       "noRelations": "未找到关系。",
+      "showAll": "显示全部",
       "traversalResults": "遍历结果（{{count}}）",
       "direction": {
         "outgoing": "→ 出向",
diff --git a/ui/web/src/pages/memory/kg-entity-detail-dialog.tsx b/ui/web/src/pages/memory/kg-entity-detail-dialog.tsx
index bfee27da..1986f3e2 100644
--- a/ui/web/src/pages/memory/kg-entity-detail-dialog.tsx
+++ b/ui/web/src/pages/memory/kg-entity-detail-dialog.tsx
@@ -1,4 +1,4 @@
-import { useState, useEffect, useCallback } from "react";
+import React, { useState, useEffect, useCallback } from "react";
 import {
   Dialog,
   DialogContent,
@@ -111,34 +111,7 @@ export function KGEntityDetailDialog({ open, onOpenChange, agentId, entity, getE
             ) : relations.length === 0 ? (
               <p className="text-xs text-muted-foreground">{t("kg.entity.noRelations")}</p>
             ) : (
-              <div className="overflow-x-auto rounded-md border">
-                <table className="w-full min-w-[400px] text-xs">
-                  <thead>
-                    <tr className="border-b bg-muted/50">
-                      <th className="px-3 py-2 text-left font-medium">{t("kg.entity.columns.direction")}</th>
-                      <th className="px-3 py-2 text-left font-medium">{t("kg.entity.columns.relation")}</th>
-                      <th className="px-3 py-2 text-left font-medium">{t("kg.entity.columns.target")}</th>
-                      <th className="px-3 py-2 text-left font-medium">{t("kg.entity.columns.confidence")}</th>
-                    </tr>
-                  </thead>
-                  <tbody>
-                    {relations.map((rel) => (
-                      <tr key={rel.id} className="border-b last:border-0 hover:bg-muted/30">
-                        <td className="px-3 py-2">
-                          {rel.source_entity_id === entity?.id
-                            ? t("kg.entity.direction.outgoing")
-                            : t("kg.entity.direction.incoming")}
-                        </td>
-                        <td className="px-3 py-2 font-mono">{rel.relation_type}</td>
-                        <td className="px-3 py-2 font-mono text-muted-foreground">
-                          {rel.source_entity_id === entity?.id ? rel.target_entity_id.slice(0, 8) : rel.source_entity_id.slice(0, 8)}
-                        </td>
-                        <td className="px-3 py-2">{Math.round(rel.confidence * 100)}%</td>
-                      </tr>
-                    ))}
-                  </tbody>
-                </table>
-              </div>
+              <RelationsTable relations={relations} entityId={entity?.id} t={t} />
             )}
           </div>
 
@@ -168,3 +141,58 @@ export function KGEntityDetailDialog({ open, onOpenChange, agentId, entity, getE
     </Dialog>
   );
 }
+
+/** Memoized relations table — prevents re-render when dialog parent updates */
+const RelationsTable = React.memo(function RelationsTable({
+  relations,
+  entityId,
+  t,
+}: {
+  relations: KGRelation[];
+  entityId: string | undefined;
+  t: (key: string) => string;
+}) {
+  const INITIAL_LIMIT = 50;
+  const [showAll, setShowAll] = useState(false);
+  const visible = showAll ? relations : relations.slice(0, INITIAL_LIMIT);
+  const hasMore = relations.length > INITIAL_LIMIT;
+
+  return (
+    <div className="overflow-x-auto rounded-md border">
+      <table className="w-full min-w-[400px] text-xs">
+        <thead>
+          <tr className="border-b bg-muted/50">
+            <th className="px-3 py-2 text-left font-medium">{t("kg.entity.columns.direction")}</th>
+            <th className="px-3 py-2 text-left font-medium">{t("kg.entity.columns.relation")}</th>
+            <th className="px-3 py-2 text-left font-medium">{t("kg.entity.columns.target")}</th>
+            <th className="px-3 py-2 text-left font-medium">{t("kg.entity.columns.confidence")}</th>
+          </tr>
+        </thead>
+        <tbody>
+          {visible.map((rel) => (
+            <tr key={rel.id} className="border-b last:border-0 hover:bg-muted/30">
+              <td className="px-3 py-2">
+                {rel.source_entity_id === entityId
+                  ? t("kg.entity.direction.outgoing")
+                  : t("kg.entity.direction.incoming")}
+              </td>
+              <td className="px-3 py-2 font-mono">{rel.relation_type}</td>
+              <td className="px-3 py-2 font-mono text-muted-foreground">
+                {rel.source_entity_id === entityId ? rel.target_entity_id.slice(0, 8) : rel.source_entity_id.slice(0, 8)}
+              </td>
+              <td className="px-3 py-2">{Math.round(rel.confidence * 100)}%</td>
+            </tr>
+          ))}
+        </tbody>
+      </table>
+      {hasMore && !showAll && (
+        <button
+          onClick={() => setShowAll(true)}
+          className="w-full py-1.5 text-xs text-muted-foreground hover:text-foreground border-t"
+        >
+          {t("kg.entity.showAll")} ({relations.length})
+        </button>
+      )}
+    </div>
+  );
+});
diff --git a/ui/web/src/pages/memory/kg-graph-view.tsx b/ui/web/src/pages/memory/kg-graph-view.tsx
index 1940330b..18ace726 100644
--- a/ui/web/src/pages/memory/kg-graph-view.tsx
+++ b/ui/web/src/pages/memory/kg-graph-view.tsx
@@ -115,13 +115,19 @@ function computeForceLayout(nodes: Node[], edges: Edge[], entities: KGEntity[]):
   }));
   const simLinks = edges.map((e) => ({ source: e.source, target: e.target }));
   const w = 600, h = 400;
+  // Scale forces by node count — tighter for small graphs, spread for large
+  const n = nodes.length;
+  const linkDist = n > 60 ? 200 : n > 30 ? 160 : 120;
+  const chargeMul = n > 60 ? -250 : n > 30 ? -180 : -120;
+  const centerPull = n > 60 ? 0.03 : n > 30 ? 0.05 : 0.08;
+  const collideBase = n > 60 ? 50 : n > 30 ? 40 : 35;
   const simulation = forceSimulation(simNodes)
-    .force("link", forceLink(simLinks).id((d: any) => d.id).distance(220).strength(0.4))
-    .force("charge", forceManyBody().strength((d: any) => -300 * (d.mass ?? 1)))
+    .force("link", forceLink(simLinks).id((d: any) => d.id).distance(linkDist).strength(0.5))
+    .force("charge", forceManyBody().strength((d: any) => chargeMul * (d.mass ?? 1)))
     .force("center", forceCenter(w / 2, h / 2))
-    .force("x", forceX(w / 2).strength(0.03))
-    .force("y", forceY(h / 2).strength(0.03))
-    .force("collide", forceCollide().radius((d: any) => 55 + (d.mass ?? 1) * 5).strength(0.8))
+    .force("x", forceX(w / 2).strength(centerPull))
+    .force("y", forceY(h / 2).strength(centerPull))
+    .force("collide", forceCollide().radius((d: any) => collideBase + (d.mass ?? 1) * 3).strength(0.7))
     .stop();
   const ticks = Math.ceil(Math.log(simulation.alphaMin()) / Math.log(1 - simulation.alphaDecay()));
   for (let i = 0; i < ticks; i++) simulation.tick();
@@ -155,7 +161,12 @@ function KGGraphViewInner({ entities: allEntities, relations: allRelations, onEn
   // Limit entities to GRAPH_LIMIT, filter relations accordingly
   const totalCount = allEntities.length;
   const isLimited = totalCount > GRAPH_LIMIT;
-  const entities = useMemo(() => isLimited ? allEntities.slice(0, GRAPH_LIMIT) : allEntities, [allEntities, isLimited]);
+  // Rank by degree centrality — hub nodes (most connections) always included in graph
+  const entities = useMemo(() => {
+    if (!isLimited) return allEntities;
+    const deg = computeDegreeMap(allEntities, allRelations);
+    return [...allEntities].sort((a, b) => (deg.get(b.id) ?? 0) - (deg.get(a.id) ?? 0)).slice(0, GRAPH_LIMIT);
+  }, [allEntities, allRelations, isLimited]);
   const entityIds = useMemo(() => new Set(entities.map((e) => e.id)), [entities]);
   const relations = useMemo(
     () => allRelations.filter((r) => entityIds.has(r.source_entity_id) && entityIds.has(r.target_entity_id)),
@@ -238,8 +249,9 @@ function KGGraphViewInner({ entities: allEntities, relations: allRelations, onEn
 
   const handleNodeClick = useCallback((_: React.MouseEvent, node: Node) => {
     startTransition(() => setSelectedNodeId((prev) => (prev === node.id ? null : node.id)));
+    // Defer dialog open to next frame — decouples edge restyle from dialog mount cost
     const entity = entityMap.get(node.id);
-    if (entity && onEntityClick) onEntityClick(entity);
+    if (entity && onEntityClick) setTimeout(() => onEntityClick(entity), 0);
   }, [entityMap, onEntityClick, startTransition]);
 
   const handlePaneClick = useCallback(() => {