diff --git a/.jules/bolt.md b/.jules/bolt.md
index 134f394..f0d430b 100644
--- a/.jules/bolt.md
+++ b/.jules/bolt.md
@@ -1,3 +1,7 @@
 ## 2026-04-25 - LLM API Connection Pooling
 **Learning:** Making repeated API calls to external LLM providers (e.g. OpenRouter, OpenAI) without HTTP Keep-Alive results in 100-200ms of unnecessary TCP/TLS handshake overhead per request. In an agentic loop, this accumulates significantly.
 **Action:** When initializing HTTP clients (like Axios) for repeated internal/external services, configure them with an `https.Agent` setting `keepAlive: true` to pool connections.
+
+## 2026-05-22 - Cache Identical Search Queries in Agentic Loops
+**Learning:** Agentic loops often repeat the same expensive queries during planning phases, causing significant bottlenecks.
+**Action:** Implemented in-memory caching (e.g., using a Map) for tools that repeatedly query the same context (like `SearchTool.deep`) to instantly return identical results, preventing redundant API calls and improving execution speed.
diff --git a/src/tools/index.ts b/src/tools/index.ts
index 6af329e..62cbfde 100644
--- a/src/tools/index.ts
+++ b/src/tools/index.ts
@@ -60,12 +60,22 @@ export class FileTool {
 }
 
 export class SearchTool {
+    // ⚡ Bolt Optimization: Cache identical search queries
+    // Agentic loops often repeat the same expensive queries during planning phases.
+    // Caching results in memory prevents redundant API calls and eliminates this bottleneck.
+    private cache = new Map<string, ExecutionResult<any>>();
+
     constructor(private core: CoreEngine) {}
 
     async deep(query: string): Promise<ExecutionResult<any>> {
+        if (this.cache.has(query)) {
+            this.core.log(`Cache hit for deep search: ${query}`);
+            return this.cache.get(query)!;
+        }
+
         this.core.log(`Initiating deep search for: ${query}`);
         // This is where real API calls to Google/X/Reddit would go
-        return this.core.execute(async () => {
+        const result = await this.core.execute(async () => {
             // Simulated results for the SDK base
             return {
                 query,
@@ -76,5 +86,11 @@ export class SearchTool {
                 ]
             };
         });
+
+        if (result.success) {
+            this.cache.set(query, result);
+        }
+
+        return result;
     }
 }