ArafatKhan2198 commented on code in PR #10524:
URL: https://github.com/apache/ozone/pull/10524#discussion_r3453403614


##########
hadoop-ozone/recon/src/main/java/org/apache/hadoop/ozone/recon/chatbot/agent/LlmToolSpecFactory.java:
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@@ -0,0 +1,244 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements. See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License. You may obtain a copy of the License at
+ *
+ *      http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package org.apache.hadoop.ozone.recon.chatbot.agent;
+
+import com.google.inject.Singleton;
+import java.util.ArrayList;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+import org.apache.hadoop.ozone.recon.chatbot.llm.LLMClient.ToolSpec;
+
+/**
+ * Builds native LLM tool specifications (names, descriptions, parameters).
+ * Descriptions are semantic (when to use / not use) and complement 
recon-tool-semantics.md.
+ */
+@Singleton
+public class LlmToolSpecFactory {
+
+  public List<ToolSpec> getToolSpecs() {

Review Comment:
   Agreed this should not be rebuilt on every chat request.
   
   Updated in the latest commit: tool specs are built once in the `@Inject` 
constructor and stored in an unmodifiable toolSpecs field. `getToolSpecs()` now 
just returns that cached list.



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