diff --git a/.jules/bolt.md b/.jules/bolt.md
index 134f394..e49449a 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.
+
+## 2026-06-03 - Agentic Loop API Redundancy
+**Learning:** Agentic loops repeatedly calling the same context via external search or APIs create significant performance bottlenecks due to redundant network queries and delayed processing.
+**Action:** Implement in-memory caching (e.g., using a Map) for repetitive read-only tools like `SearchTool.deep`. Cache hits should be evaluated inside the core execution wrappers to maintain standard formatting, retry logic, and standardized logging without duplicating code.
diff --git a/src/tools/index.ts b/src/tools/index.ts
index 6af329e..fee3803 100644
--- a/src/tools/index.ts
+++ b/src/tools/index.ts
@@ -60,14 +60,22 @@ export class FileTool {
 }
 
 export class SearchTool {
+    // ⚡ Bolt: Cache deep search queries to prevent redundant API calls
+    private cache = new Map<string, any>();
+
     constructor(private core: CoreEngine) {}
 
     async deep(query: string): Promise<ExecutionResult<any>> {
         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 () => {
+            // ⚡ Bolt: Check cache inside execution wrapper to maintain execution result formatting and retry logic
+            if (this.cache.has(query)) {
+                return this.cache.get(query);
+            }
+
             // Simulated results for the SDK base
-            return {
+            const result = {
                 query,
                 timestamp: new Date().toISOString(),
                 findings: [
@@ -75,6 +83,10 @@ export class SearchTool {
                     "Trending solutions in 2026"
                 ]
             };
+
+            // ⚡ Bolt: Store result in cache
+            this.cache.set(query, result);
+            return result;
         });
     }
 }