priyeshkaratha commented on code in PR #9915:
URL: https://github.com/apache/ozone/pull/9915#discussion_r3210195726


##########
hadoop-ozone/recon/src/main/java/org/apache/hadoop/ozone/recon/chatbot/security/LLMClient2.java:
##########
@@ -0,0 +1,182 @@
+/*
+ * 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
+ * <p>
+ * http://www.apache.org/licenses/LICENSE-2.0
+ * <p>
+ * 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.security;
+
+import java.util.List;
+import java.util.Map;
+
+/**
+ * LLMClient is the "Master Contract" for the whole Chatbot system.
+ * 
+ * Purpose:
+ * The ChatbotAgent doesn't know (or care) if it's talking to OpenAI, Gemini, 
or a Local LLM.
+ * It strictly relies on this interface. This interface forces every AI client 
to guarantee
+ * that they will accept exactly the same input and return exactly the same 
output.
+ * 
+ * By using this contract, we can add 10 new AI models to Recon tomorrow,
+ * and we will never have to edit the ChatbotAgent's code to support them!
+ */
+public interface LLMClient2 {

Review Comment:
   This file seems like duplicate of 
org.apache.hadoop.ozone.recon.chatbot.llm.LLMClient



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