diff --git a/mateclaw-server/src/main/java/vip/mate/wiki/hotcache/WikiHotCacheProvider.java b/mateclaw-server/src/main/java/vip/mate/wiki/hotcache/WikiHotCacheProvider.java
new file mode 100644
index 00000000..10d291f4
--- /dev/null
+++ b/mateclaw-server/src/main/java/vip/mate/wiki/hotcache/WikiHotCacheProvider.java
@@ -0,0 +1,85 @@
+package vip.mate.wiki.hotcache;
+
+import lombok.RequiredArgsConstructor;
+import lombok.extern.slf4j.Slf4j;
+import org.springframework.stereotype.Component;
+import vip.mate.memory.spi.MemoryProvider;
+import vip.mate.system.featureflag.FeatureFlagService;
+import vip.mate.wiki.model.WikiKnowledgeBaseEntity;
+import vip.mate.wiki.service.WikiKnowledgeBaseService;
+
+import java.util.List;
+
+/**
+ * Memory-SPI provider that injects each KB's hot cache snapshot into the
+ * agent's system prompt at build time.
+ *
+ * <p>Resolves the agent's accessible KBs via the same path the chat
+ * pipeline already uses ({@link WikiKnowledgeBaseService#listByAgentId}).
+ * If the agent reaches more than {@link #MAX_KBS_PER_AGENT} KBs, only the
+ * top KBs by recent-update order contribute (the list is already sorted
+ * by {@code update_time DESC}); this is a prompt-budget guard, not a
+ * permissions decision.
+ *
+ * <p>Per-turn paths are intentionally untouched — wiki relevance is
+ * already handled by {@code WikiContextService.buildRelevantContext} on
+ * each user message; this provider's job is the steady "what's been
+ * happening here" header that the model sees once at session start.
+ */
+@Slf4j
+@Component
+@RequiredArgsConstructor
+public class WikiHotCacheProvider implements MemoryProvider {
+
+    private static final String FLAG = "wiki.hot_cache.enabled";
+    private static final int MAX_KBS_PER_AGENT = 2;
+
+    private final WikiHotCacheService cacheService;
+    private final WikiKnowledgeBaseService kbService;
+    private final FeatureFlagService featureFlagService;
+
+    @Override
+    public String id() {
+        return "wiki_hot_cache";
+    }
+
+    @Override
+    public int order() {
+        // After builtin (0), structured (10), session-search (20).
+        // Hot cache is freshest, but slots after the more general blocks
+        // so the model frames "recent activity" as a sub-context, not a
+        // top-level identity hint.
+        return 30;
+    }
+
+    @Override
+    public String systemPromptBlock(Long agentId) {
+        if (agentId == null) return "";
+        try {
+            if (!featureFlagService.isEnabled(FLAG)) return "";
+
+            List<WikiKnowledgeBaseEntity> kbs = kbService.listByAgentId(agentId);
+            if (kbs.isEmpty()) return "";
+
+            StringBuilder sb = new StringBuilder();
+            int taken = 0;
+            for (WikiKnowledgeBaseEntity kb : kbs) {
+                if (taken >= MAX_KBS_PER_AGENT) break;
+                String content = cacheService.getContentOrNull(kb.getId());
+                if (content == null || content.isBlank()) continue;
+                if (taken == 0) {
+                    sb.append("# Recent Wiki Activity\n\n");
+                } else {
+                    sb.append("\n\n## ").append(kb.getName()).append("\n\n");
+                }
+                sb.append(content);
+                taken++;
+            }
+            return sb.toString();
+        } catch (Exception e) {
+            log.warn("[WikiHotCache] systemPromptBlock failed for agent={}: {}",
+                    agentId, e.getMessage());
+            return "";
+        }
+    }
+}
diff --git a/mateclaw-ui/src/views/Settings/FeatureFlags/index.vue b/mateclaw-ui/src/views/Settings/FeatureFlags/index.vue
index 88115634..6d999ec4 100644
--- a/mateclaw-ui/src/views/Settings/FeatureFlags/index.vue
+++ b/mateclaw-ui/src/views/Settings/FeatureFlags/index.vue
@@ -85,6 +85,7 @@ const { t, getLocaleMessage, locale } = useI18n()
 //   grep -rn 'featureFlagService\.isEnabled' mateclaw-server/src/main/java
 const WIRED_FLAGS = new Set<string>([
   'wiki.ocr.enabled',
+  'wiki.hot_cache.enabled',
 ])
 
 function isWired(flag: FeatureFlag): boolean {