feat: 支持一库一工具 Agentic RAG

- 将知识库声明与 Retriever 绑定为独立 Registration 并注册到 AgentScope Toolkit

- 统一检索分数、最终文档事件与长答案引用语义

- 补齐历史会话、工具类加载器和知识库调用状态回归测试

easy-agents-agent-runtime/src/main/java/com/easyagents/agent/runtime/AgentInitRequest.java

@@ -1,14 +1,17 @@
 package com.easyagents.agent.runtime;
 
-import com.easyagents.agent.runtime.knowledge.AgentKnowledgeRetriever;
+import com.easyagents.agent.runtime.knowledge.AgentKnowledgeRegistration;
 import com.easyagents.agent.runtime.media.AgentMediaResolver;
+import com.easyagents.agent.runtime.memory.AgentMemorySnapshot;
 import com.easyagents.agent.runtime.persistence.conversation.AgentConversationRecorder;
 import com.easyagents.agent.runtime.persistence.conversation.noop.NoopAgentConversationRecorder;
 import com.easyagents.agent.runtime.persistence.session.AgentSessionStore;
 import com.easyagents.agent.runtime.persistence.session.noop.NoopAgentSessionStore;
 import com.easyagents.agent.runtime.tool.AgentToolInvoker;
 
+import java.util.ArrayList;
 import java.util.LinkedHashMap;
+import java.util.List;
 import java.util.Map;
 
 /**
@@ -44,7 +47,12 @@ public class AgentInitRequest {
     /**
      * 知识库集合，实现AgentKnowledgeRetriever接口以进行知识检索动作。
      */
-    private Map<String, AgentKnowledgeRetriever> knowledgeRetrievers = new LinkedHashMap<>();
+    private List<AgentKnowledgeRegistration> knowledgeRegistrations = new ArrayList<>();
+
+    /**
+     * 首次构建 Agent 时装载的对话历史快照。
+     */
+    private AgentMemorySnapshot memorySnapshot = new AgentMemorySnapshot();
 
     /**
      * 对话事件记录器，用于记录运行时事件流。
@@ -156,17 +164,37 @@ public class AgentInitRequest {
      *
      * @return 知识库检索器
      */
-    public Map<String, AgentKnowledgeRetriever> getKnowledgeRetrievers() {
-        return knowledgeRetrievers;
+    public List<AgentKnowledgeRegistration> getKnowledgeRegistrations() {
+        return knowledgeRegistrations;
     }
 
     /**
      * 设置知识库检索器。
      *
-     * @param knowledgeRetrievers 知识库检索器
+     * @param knowledgeRegistrations 知识库运行时绑定
      */
-    public void setKnowledgeRetrievers(Map<String, AgentKnowledgeRetriever> knowledgeRetrievers) {
-        this.knowledgeRetrievers = knowledgeRetrievers == null ? new LinkedHashMap<>() : knowledgeRetrievers;
+    public void setKnowledgeRegistrations(List<AgentKnowledgeRegistration> knowledgeRegistrations) {
+        this.knowledgeRegistrations = knowledgeRegistrations == null
+                ? new ArrayList<>()
+                : new ArrayList<>(knowledgeRegistrations);
+    }
+
+    /**
+     * 获取首次构建 Agent 时的对话历史快照。
+     *
+     * @return 对话历史快照
+     */
+    public AgentMemorySnapshot getMemorySnapshot() {
+        return memorySnapshot;
+    }
+
+    /**
+     * 设置首次构建 Agent 时的对话历史快照。
+     *
+     * @param memorySnapshot 对话历史快照
+     */
+    public void setMemorySnapshot(AgentMemorySnapshot memorySnapshot) {
+        this.memorySnapshot = memorySnapshot == null ? new AgentMemorySnapshot() : memorySnapshot;
     }
 
     /**