行动干预足以抽离为新的前置模块，但仍属于‘行动’语义，大致框架已确立。后续实现时并发控制、各种干预的协调与触发时机需要注意。

Partner-Main/src/main/java/work/slhaf/partner/module/modules/action/identifier/ActionInterventor.java

@@ -1,8 +1,11 @@
 package work.slhaf.partner.module.modules.action.identifier;
 
 import work.slhaf.partner.api.agent.factory.module.annotation.AgentModule;
+import work.slhaf.partner.api.agent.factory.module.annotation.InjectModule;
 import work.slhaf.partner.api.agent.runtime.interaction.flow.abstracts.ActivateModel;
 import work.slhaf.partner.module.common.module.PreRunningModule;
+import work.slhaf.partner.module.modules.action.identifier.evaluator.InterventionEvaluator;
+import work.slhaf.partner.module.modules.action.identifier.recognizer.InterventionRecognizer;
 import work.slhaf.partner.runtime.interaction.data.context.PartnerRunningFlowContext;
 
 import java.util.HashMap;
@@ -11,21 +14,27 @@ import java.util.HashMap;
  * 负责识别潜在的行动干预信息，作用于正在进行或已存在的行动池中内容
  */
 @AgentModule(name = "action_identifier", order = 2)
-public class ActionIdentifier extends PreRunningModule implements ActivateModel {
+public class ActionInterventor extends PreRunningModule implements ActivateModel {
+
+    @InjectModule
+    private InterventionRecognizer interventionRecognizer;
+    @InjectModule
+    private InterventionEvaluator interventionEvaluator;
 
     @Override
     protected void doExecute(PartnerRunningFlowContext context) {
-
+        //综合当前正在进行的行动链信息、用户交互历史、激活的记忆切片，尝试识别出是否存在行动干预意图
+        //首先通过recognizer进行快速意图识别，识别成功则步入评估阶段，评估成功则直接作用于目标行动链
     }
 
     @Override
     public String modelKey() {
-        return "";
+        return "action_identifier";
     }
 
     @Override
     public boolean withBasicPrompt() {
-        return false;
+        return true;
     }
 
     @Override
@@ -35,6 +44,6 @@ public class ActionIdentifier extends PreRunningModule implements ActivateModel
 
     @Override
     protected String moduleName() {
-        return "";
+        return "[行动干预识别模块]";
     }
 }

Partner-Main/src/main/java/work/slhaf/partner/module/modules/action/identifier/evaluator/InterventionEvaluator.java

@@ -0,0 +1,28 @@
+package work.slhaf.partner.module.modules.action.identifier.evaluator;
+
+import work.slhaf.partner.api.agent.factory.module.annotation.AgentSubModule;
+import work.slhaf.partner.api.agent.runtime.interaction.flow.abstracts.ActivateModel;
+import work.slhaf.partner.api.agent.runtime.interaction.flow.abstracts.AgentRunningSubModule;
+import work.slhaf.partner.module.modules.action.identifier.evaluator.entity.EvaluatorInput;
+import work.slhaf.partner.module.modules.action.identifier.evaluator.entity.EvaluatorResult;
+
+@AgentSubModule
+public class InterventionEvaluator extends AgentRunningSubModule<EvaluatorInput, EvaluatorResult> implements ActivateModel {
+
+    @Override
+    public EvaluatorResult execute(EvaluatorInput data) {
+        //基于干预意图、记忆切片、交互上下文、已有行动程序综合评估，尝试选取出合适的行动程序，对目标行动链做出调整
+
+        return null;
+    }
+
+    @Override
+    public String modelKey() {
+        return "intervention_evaluator";
+    }
+
+    @Override
+    public boolean withBasicPrompt() {
+        return true;
+    }
+}

Partner-Main/src/main/java/work/slhaf/partner/module/modules/action/identifier/evaluator/entity/EvaluatorInput.java

@@ -0,0 +1,7 @@
+package work.slhaf.partner.module.modules.action.identifier.evaluator.entity;
+
+import lombok.Data;
+
+@Data
+public class EvaluatorInput {
+}

Partner-Main/src/main/java/work/slhaf/partner/module/modules/action/identifier/evaluator/entity/EvaluatorResult.java

@@ -0,0 +1,7 @@
+package work.slhaf.partner.module.modules.action.identifier.evaluator.entity;
+
+import lombok.Data;
+
+@Data
+public class EvaluatorResult {
+}

Partner-Main/src/main/java/work/slhaf/partner/module/modules/action/identifier/recognizer/InterventionRecognizer.java

@@ -0,0 +1,27 @@
+package work.slhaf.partner.module.modules.action.identifier.recognizer;
+
+import work.slhaf.partner.api.agent.factory.module.annotation.AgentSubModule;
+import work.slhaf.partner.api.agent.runtime.interaction.flow.abstracts.ActivateModel;
+import work.slhaf.partner.api.agent.runtime.interaction.flow.abstracts.AgentRunningSubModule;
+import work.slhaf.partner.module.modules.action.identifier.recognizer.entity.InterventionResult;
+
+@AgentSubModule
+public class InterventionRecognizer extends AgentRunningSubModule<String, InterventionResult> implements ActivateModel {
+
+    @Override
+    public InterventionResult execute(String data) {
+        //使用LLM进行快速意图识别
+
+        return null;
+    }
+
+    @Override
+    public String modelKey() {
+        return "intervention_recognizer";
+    }
+
+    @Override
+    public boolean withBasicPrompt() {
+        return false;
+    }
+}

Partner-Main/src/main/java/work/slhaf/partner/module/modules/action/identifier/recognizer/entity/InterventionResult.java

@@ -0,0 +1,9 @@
+package work.slhaf.partner.module.modules.action.identifier.recognizer.entity;
+
+import lombok.Data;
+
+@Data
+public class InterventionResult {
+    private boolean result;
+    private String interventionTendency;
+}