pan3793 commented on code in PR #7417:
URL: https://github.com/apache/kyuubi/pull/7417#discussion_r3153203117


##########
externals/kyuubi-data-agent-engine/src/main/java/org/apache/kyuubi/engine/dataagent/runtime/middleware/AgentMiddleware.java:
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@@ -0,0 +1,152 @@
+/*
+ * 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.kyuubi.engine.dataagent.runtime.middleware;
+
+import com.openai.models.chat.completions.ChatCompletionAssistantMessageParam;
+import com.openai.models.chat.completions.ChatCompletionMessageParam;
+import java.util.List;
+import java.util.Map;
+import org.apache.kyuubi.engine.dataagent.runtime.AgentRunContext;
+import org.apache.kyuubi.engine.dataagent.runtime.event.AgentEvent;
+import org.apache.kyuubi.engine.dataagent.tool.ToolRegistry;
+
+/**
+ * Middleware interface for the Data Agent ReAct loop. Middlewares are 
executed in onion-model
+ * order: before_* hooks run first-to-last, after_* hooks run last-to-first.
+ *
+ * <p>All hooks have default no-op implementations. Override only what you 
need.
+ */
+public interface AgentMiddleware {
+
+  /**
+   * Called once when the middleware is wired into the agent. Register 
companion tools that are part
+   * of the middleware's contract, or capture a reference to the registry for 
later use. Dispatched
+   * by {@code ReactAgent.Builder.build} before the agent accepts any requests.
+   */
+  default void onRegister(ToolRegistry registry) {}
+
+  /** Called when the agent starts processing a user query. Runs 
first-to-last. */
+  default void onAgentStart(AgentRunContext ctx) {}
+
+  /** Called when the agent finishes. Runs last-to-first (cleanup order). */
+  default void onAgentFinish(AgentRunContext ctx) {}
+
+  /**
+   * Called before each LLM invocation. Return non-null to skip or modify the 
LLM call. Runs
+   * first-to-last.
+   *
+   * @return {@code null} to proceed normally, {@link LlmSkip} to abort, or 
{@link
+   *     LlmModifyMessages} to replace the message list for this call.
+   */
+  default LlmCallAction beforeLlmCall(
+      AgentRunContext ctx, List<ChatCompletionMessageParam> messages) {
+    return null;

Review Comment:
   I'm not a big fun of null propagation, can we have a `LlmNoopAction` as a 
placeholder?



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