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[Bug]:## Bug 报告：确认工具调用后 Agent 仍要求再次确认，工具不执行（Java 2.0.2） #2956

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[Bug]:## Bug 报告：确认工具调用后 Agent 仍要求再次确认，工具不执行（Java 2.0.2）#2956
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bugSomething isn't working

Description

@Zhouliguo1
Zhouliguo1
opened on Sep 3, 2026

环境

  • AgentScope Java：2.0.2（io.agentscope:agentscope）
  • 使用方式：通过 ChatUiChannel + GatewayBootstrap 使用 HarnessAgent，走 SSE 对话（sendStream）
  • Java 21，Spring Boot 3.2.4
  • 权限配置：PermissionContextState.mode(DEFAULT)，并为 shell 工具配置了显式 ASK 规则

Bug 描述

当配置为 ASK 的工具被调用时，Agent 会正确发出 RequireUserConfirmEvent 并暂停。
用户确认后（我们通过 Msg.METADATA_CONFIRM_RESULTS + Msg.METADATA_CONFIRM_REQUEST_REPLY_ID
回传确认结果），该工具并没有被执行，反而又发出一次针对同一个工具调用的
RequireUserConfirmEvent，导致用户必须反复确认，任务永远无法继续执行。

复现步骤

  1. 在 PermissionMode.DEFAULT 下配置一个包含 ASK 工具（如 shell）的 Agent。
  2. 发送一条会促使 Agent 调用该工具的用户消息。
  3. 观察 SSE：运行暂停并发出带 reply_id 的 RequireUserConfirmEvent。
  4. 发送第二条请求恢复运行，构造的用户 Msg 如下： 
    Msg msg = Msg.builder()
    .role(MsgRole.USER)
    .name(userId)
    .textContent("approved")
    .metadata(Map.of(
        Msg.METADATA_CONFIRM_RESULTS,
        List.of(new ConfirmResult(true, toolUseBlock)),      // toolCall.state = ALLOWED
        Msg.METADATA_CONFIRM_REQUEST_REPLY_ID, replyId))
    .build();
channel.sendStream(SendOptions.of(userId, conversationId)
        .withRuntimeContext(ctx).withAgentId(agentId), msg);
    其中 toolUseBlock 是根据 RequireUserConfirmEvent#getToolCalls() 返回的待确认 block 重建的，
    保持了相同的 id / name / input / content / metadata，并将 state 置为 ALLOWED。
  5. 预期结果：该工具被执行（ToolCallStartEvent … ToolResultEndEvent）。
  6. 实际结果：针对同一个工具调用再次发出 RequireUserConfirmEvent，
    运行在「等待确认」与「确认」之间无限循环。

补充说明

  • 我们是每轮都通过网关通道（/api/chat/stream）走 ChatUiChannel.sendStream 恢复运行，
    而不是直接调用 agent.streamEvents，确认结果是以一条携带确认 metadata 的新用户消息形式回传的。
  • 确认回复消息携带了 name = userId（与原始轮次的发送者一致）以及相同的
    conversationId / RuntimeContext，因此会话上下文应该是一致的。

能否按上述步骤复现？如需要，我可以提供抓包/SSE 日志以及原始 RequireUserConfirmEvent 报文。

Activity

  1. Zhouliguo1
    added
    bugSomething isn't working
    on Sep 3, 2026

  2. oss-maintainer commented on Sep 3, 2026

    @oss-maintainer
    oss-maintainer
    on Sep 3, 2026 · Hidden as abuse

  3. Zhouliguo1 commented on Sep 3, 2026

    @Zhouliguo1
    Zhouliguo1
    on Sep 3, 2026
    Author

    代码 拼接ToolUseBlock信息：

    if (event instanceof RequireUserConfirmEvent e) {
            String see = sseEvent(type.getValue(), new LinkedHashMap<>() {{
                // 直接从事件中获取待确认的 ToolUseBlocks
                List<ToolUseBlock> pending = e.getToolCalls();
                List<String> res= new ArrayList<>();
                pending.forEach(t ->
                        res.add("Pending: " + t.getName() + " " + t.getInput()));

                // 收集用户决策后，在下一次 call 时恢复
                // （存储 pending 列表，在后续 call 时使用）

                put("reply_id", e.getReplyId());
                String collect = res.stream().collect(Collectors.joining("\n"));
                System.out.println(collect);
                put("tool_call_id", e.getToolCalls());
            }});
            log.info(see);
            return see;
        }

    代码 将刚才提供给前端的数据 接受并json转化：

    public class ConfirmToolUseBlock implements Serializable {
    private ToolUseBlock toolCall;
    private Boolean confirmed;


    public record ToolUseBlock(String id, String name, Map<String, Object> input, String content,
                               Map<String, Object> metadata, String state) implements Serializable {
    }
}
    if (Objects.nonNull(confirmResults)) {
            List<ConfirmToolUseBlock> confirmToolUseBlocks = JSONArray.parseArray(confirmResults, ConfirmToolUseBlock.class);
            List<ConfirmResult> responseTool = confirmToolUseBlocks.stream().map(
                    t ->
                            new ConfirmResult(true, transformI(t))

            ).toList();
            String replyId = request.getReplyId();

            Map<String, Object> meta = new HashMap<>();
            meta.put(Msg.METADATA_CONFIRM_RESULTS, responseTool);
            meta.put(Msg.METADATA_CONFIRM_REQUEST_REPLY_ID,replyId);
            msg = Msg.builder()
                    .role(MsgRole.USER)
                    .name(userId)
                    .textContent("approved")
                    .metadata(meta)
                    .build();
        }

    转化

        public ToolUseBlock transformI(ConfirmToolUseBlock confirmToolUseBlock) {
        ConfirmToolUseBlock.ToolUseBlock toolCall = confirmToolUseBlock.getToolCall();
        ToolUseBlock build = ToolUseBlock.builder()
                .name(toolCall.name())
                .id(toolCall.id())
                .metadata(toolCall.metadata())
                .content(toolCall.content())
                .input(toolCall.input())
                .state(ToolCallState.ALLOWED)
                .build();
        return build;
    }

    响应数据：

    14:23:48.503 [boundedElastic-2] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"MODEL_CALL_START","reply_id":"dcfb667c55b149829f8e299f99734928"}
    14:23:50.138 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_START","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking"}
    14:23:50.141 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"用户"}
    14:23:50.193 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"想"}
    14:23:50.241 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"查看"}
    14:23:50.242 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"工作"}
    14:23:50.243 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"区"}
    14:23:50.243 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"里的"}
    14:23:50.244 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"文件"}
    14:23:50.244 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"。"}
    14:23:50.245 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"根据"}
    14:23:50.245 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"记忆"}
    14:23:50.261 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"，"}
    14:23:50.262 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"工作"}
    14:23:50.284 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"区"}
    14:23:50.285 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"路径"}
    14:23:50.318 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"是"}
    14:23:50.319 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":" /"}
    14:23:50.330 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"opt"}
    14:23:50.331 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"/app"}
    14:23:50.332 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"/"}
    14:23:50.540 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"umed"}
    14:23:50.542 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"dev"}
    14:23:50.543 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"-data"}
    14:23:50.544 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"-analysis"}
    14:23:50.545 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"-agent"}
    14:23:50.547 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"/"}
    14:23:50.548 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"works"}
    14:23:50.549 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"pace"}
    14:23:50.550 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"，"}
    14:23:50.551 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"而且"}
    14:23:50.568 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":" list"}
    14:23:50.569 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"_files"}
    14:23:50.570 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":" "}
    14:23:50.571 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"工具"}
    14:23:50.584 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"用"}
    14:23:50.585 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"绝对"}
    14:23:50.585 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"路径"}
    14:23:50.586 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"指向"}
    14:23:50.658 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":" workspace"}
    14:23:50.659 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":" "}
    14:23:50.660 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"会"}
    14:23:50.661 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"返回"}
    14:23:50.668 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"异常"}
    14:23:50.669 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"，"}
    14:23:50.670 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"应该"}
    14:23:50.678 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"用"}
    14:23:50.679 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":" shell"}
    14:23:50.680 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":" "}
    14:23:50.680 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"的"}
    14:23:50.692 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":" ls"}
    14:23:50.693 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"/f"}
    14:23:50.693 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"ind"}
    14:23:50.694 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":" "}
    14:23:50.695 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"命令"}
    14:23:50.695 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"。\n\n"}
    14:23:50.696 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"让我"}
    14:23:50.697 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"用"}
    14:23:50.697 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":" shell"}
    14:23:50.698 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":" "}
    14:23:50.699 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"查看"}
    14:23:50.706 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"工作"}
    14:23:50.707 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"区的"}
    14:23:50.708 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"文件"}
    14:23:50.708 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"结构"}
    14:23:50.708 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking","delta":"。"}
    14:23:50.724 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_END","reply_id":"dcfb667c55b149829f8e299f99734928","block_id":"thinking"}
    14:23:50.729 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_START","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","tool_name":"shell"}
    14:23:50.738 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"{"}
    14:23:50.739 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"""}
    14:23:50.739 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"command"}
    14:23:50.740 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"""}
    14:23:50.740 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":": "}
    14:23:50.741 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"""}
    14:23:50.741 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"ls"}
    14:23:50.742 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":" -"}
    14:23:50.742 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"la"}
    14:23:50.743 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":" /"}
    14:23:50.743 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"opt"}
    14:23:50.744 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"/app"}
    14:23:50.745 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"/"}
    14:23:50.745 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"umed"}
    14:23:50.746 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"dev"}
    14:23:50.746 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"-data"}
    14:23:50.747 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"-analysis"}
    14:23:50.748 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"-agent"}
    14:23:50.749 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"/"}
    14:23:50.749 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"works"}
    14:23:50.758 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"pace"}
    14:23:50.758 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"/"}
    14:23:50.781 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"""}
    14:23:50.802 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819","delta":"}"}
    14:23:50.834 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_END","reply_id":"dcfb667c55b149829f8e299f99734928","tool_call_id":"call_00_xU7p3OhXHQQxBDQuN54t9819"}
    14:23:50.834 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"MODEL_CALL_END","reply_id":"dcfb667c55b149829f8e299f99734928"}
    14:23:50.834 [boundedElastic-4] INFO i.a.h.a.m.AgentTraceMiddleware - [data_common] POST_REASONING | tool_call: id=call_00_xU7p3OhXHQQxBDQuN54t9819, name=shell
    14:23:50.848 [boundedElastic-4] INFO i.a.h.a.m.AgentTraceMiddleware - [data_common] PRE_ACTING | id=call_00_xU7p3OhXHQQxBDQuN54t9819, name=shell
    Pending: shell {command=ls -la /opt/app/umeddev-data-analysis-agent/workspace/}
    14:23:54.646 [boundedElastic-4] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"REQUIRE_USER_CONFIRM","reply_id":"9a1046856af84289b4a6e7c3d25f04d8","tool_call_id":[{"id":"call_00_xU7p3OhXHQQxBDQuN54t9819","name":"shell","input":{"command":"ls -la /opt/app/umeddev-data-analysis-agent/workspace/"},"content":"{"command": "ls -la /opt/app/umeddev-data-analysis-agent/workspace/"}","metadata":{},"state":"pending"}]}
    14:23:54.869 [boundedElastic-5] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"AGENT_END"}
    null
    14:24:01.428 [boundedElastic-7] INFO i.a.h.a.m.AgentTraceMiddleware - [data_common] PRE_CALL | 1 input message(s)
    14:24:01.430 [boundedElastic-7] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"AGENT_START","reply_id":"7e6e516b628e48c9b5c5279deb3bfa57","session_id":"","name":"data_common"}
    14:24:01.700 [boundedElastic-7] INFO i.a.h.a.m.AgentTraceMiddleware - [data_common] PRE_REASONING | model=deepseek-v4-flash, messages=2
    {msgContext=MsgContext[channel=chatui, group=null, room=420260903142358381, threadId=null, threadTs=null, extra={agentId=data_common}, userId=4], outboundAddress=OutboundAddress[channelId=chatui, accountId=null, to=chatui:420260903142358381, threadId=null], gateKey=chatui|r:420260903142358381|x:agentId=data_common}
    14:24:01.730 [boundedElastic-7] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"MODEL_CALL_START","reply_id":"6dacd09a1e144d179af9f674d56a6b56"}
    14:24:02.780 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_START","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking"}
    14:24:02.781 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"The"}
    14:24:02.845 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" user"}
    14:24:02.864 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" sent"}
    14:24:02.864 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" ""}
    14:24:02.887 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"approved"}
    14:24:02.889 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"""}
    14:24:02.890 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" again"}
    14:24:02.890 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" -"}
    14:24:02.908 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" this"}
    14:24:02.908 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" is"}
    14:24:02.908 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" an"}
    14:24:02.934 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" isolated"}
    14:24:02.934 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" ""}
    14:24:02.966 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"approved"}
    14:24:02.966 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"""}
    14:24:02.966 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" with"}
    14:24:02.967 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" no"}
    14:24:02.967 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" context"}
    14:24:02.967 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"."}
    14:24:02.977 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" According"}
    14:24:02.977 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" to"}
    14:24:02.978 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" my"}
    14:24:02.998 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" memory"}
    14:24:02.998 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" context"}
    14:24:03.017 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":","}
    14:24:03.017 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" this"}
    14:24:03.018 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" has"}
    14:24:03.047 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" happened"}
    14:24:03.048 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" multiple"}
    14:24:03.064 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" times"}
    14:24:03.064 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" before"}
    14:24:03.064 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"."}
    14:24:03.065 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" The"}
    14:24:03.087 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" pattern"}
    14:24:03.110 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" established"}
    14:24:03.132 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" in"}
    14:24:03.132 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" memory"}
    14:24:03.133 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" is"}
    14:24:03.152 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":":\n\n"}
    14:24:03.152 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"面对"}
    14:24:03.174 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"孤立"}
    14:24:03.174 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" ""}
    14:24:03.200 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"approved"}
    14:24:03.200 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"""}
    14:24:03.201 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"（"}
    14:24:03.201 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"无"}
    14:24:03.201 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"任何"}
    14:24:03.201 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"表格"}
    14:24:03.220 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"/"}
    14:24:03.220 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"映射"}
    14:24:03.245 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"/"}
    14:24:03.245 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"文档"}
    14:24:03.246 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"上下文"}
    14:24:03.246 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"）"}
    14:24:03.246 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"的"}
    14:24:03.246 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"固定"}
    14:24:03.270 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"响应"}
    14:24:03.270 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"模式"}
    14:24:03.270 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"："}
    14:24:03.271 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"先"}
    14:24:03.271 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"并行"}
    14:24:03.271 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" memory"}
    14:24:03.288 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"_search"}
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    14:24:03.312 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":" "}
    14:24:03.312 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"THINKING_BLOCK_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","block_id":"thinking","delta":"核查"}
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    14:24:05.069 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"."}
    14:24:05.069 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"doc"}
    14:24:05.070 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"x"}
    14:24:05.070 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"\""}
    14:24:05.070 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":" -"}
    14:24:05.071 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"o"}
    14:24:05.071 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":" -"}
    14:24:05.072 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"name"}
    14:24:05.072 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":" \""}
    14:24:05.073 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"    ."}
    14:24:05.073 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"x"}
    14:24:05.073 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"lsx"}
    14:24:05.074 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"\""}
    14:24:05.074 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":" \\)"}
    14:24:05.074 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":" -"}
    14:24:05.074 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"not"}
    14:24:05.075 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":" -"}
    14:24:05.075 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"path"}
    14:24:05.075 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":" \""}
    14:24:05.076 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"/"}
    14:24:05.076 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"knowledge"}
    14:24:05.076 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"/    "}
    14:24:05.076 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"\""}
    14:24:05.081 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":" -"}
    14:24:05.082 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"not"}
    14:24:05.082 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":" -"}
    14:24:05.082 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"path"}
    14:24:05.083 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":" \""}
    14:24:05.083 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"/"}
    14:24:05.083 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"agents"}
    14:24:05.103 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"/    "}
    14:24:05.103 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"\""}
    14:24:05.103 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":" "}
    14:24:05.103 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"2"}
    14:24:05.105 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":">/"}
    14:24:05.106 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"dev"}
    14:24:05.121 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"/null"}
    14:24:05.121 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":" |"}
    14:24:05.121 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":" head"}
    14:24:05.122 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":" -"}
    14:24:05.122 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"30"}
    14:24:05.142 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"""}
    14:24:05.142 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_DELTA","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","delta":"}"}
    14:24:05.192 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"TOOL_CALL_END","reply_id":"6dacd09a1e144d179af9f674d56a6b56","tool_call_id":"call_02_YaE3Aa3fHh0eEyln1rDB1525"}
    14:24:05.192 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"MODEL_CALL_END","reply_id":"6dacd09a1e144d179af9f674d56a6b56"}
    14:24:05.192 [boundedElastic-9] INFO i.a.h.a.m.AgentTraceMiddleware - [data_common] POST_REASONING | text: 收到 "approved"，我先核查一下当前映射状态与工作区文件，确认这个确认对应的是哪一步替换。
    14:24:05.192 [boundedElastic-9] INFO i.a.h.a.m.AgentTraceMiddleware - [data_common] POST_REASONING | tool_call: id=call_00_TGKWo97upgoGBg3U97126002, name=memory_search
    14:24:05.192 [boundedElastic-9] INFO i.a.h.a.m.AgentTraceMiddleware - [data_common] POST_REASONING | tool_call: id=call_01_6DsVfYaEFqUtu8KkS9xB2965, name=session_search
    14:24:05.192 [boundedElastic-9] INFO i.a.h.a.m.AgentTraceMiddleware - [data_common] POST_REASONING | tool_call: id=call_02_YaE3Aa3fHh0eEyln1rDB1525, name=shell
    14:24:05.193 [boundedElastic-9] INFO i.a.h.a.m.AgentTraceMiddleware - [data_common] PRE_ACTING | id=call_00_TGKWo97upgoGBg3U97126002, name=memory_search
    14:24:05.193 [boundedElastic-9] INFO i.a.h.a.m.AgentTraceMiddleware - [data_common] PRE_ACTING | id=call_01_6DsVfYaEFqUtu8KkS9xB2965, name=session_search
    14:24:05.193 [boundedElastic-9] INFO i.a.h.a.m.AgentTraceMiddleware - [data_common] PRE_ACTING | id=call_02_YaE3Aa3fHh0eEyln1rDB1525, name=shell
    Pending: shell {command=ls -la /opt/app/umeddev-data-analysis-agent/workspace/4/ 2>/dev/null; echo "---"; find /opt/app/umeddev-data-analysis-agent/workspace -maxdepth 3 -newermt "2026-09-02" ( -name ".docx" -o -name ".xlsx" ) -not -path "/knowledge/" -not -path "/agents/" 2>/dev/null | head -30}
    14:24:45.174 [boundedElastic-9] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"REQUIRE_USER_CONFIRM","reply_id":"190b62c1dea44bb598423da0d54652fe","tool_call_id":[{"id":"call_02_YaE3Aa3fHh0eEyln1rDB1525","name":"shell","input":{"command":"ls -la /opt/app/umeddev-data-analysis-agent/workspace/4/ 2>/dev/null; echo "---"; find /opt/app/umeddev-data-analysis-agent/workspace -maxdepth 3 -newermt "2026-09-02" \( -name ".docx" -o -name ".xlsx" \) -not -path "/knowledge/" -not -path "/agents/" 2>/dev/null | head -30"},"content":"{"command": "ls -la /opt/app/umeddev-data-analysis-agent/workspace/4/ 2>/dev/null; echo \"---\"; find /opt/app/umeddev-data-analysis-agent/workspace -maxdepth 3 -newermt \"2026-09-02\" \\( -name \".docx\" -o -name \".xlsx\" \\) -not -path \"/knowledge/\" -not -path \"/agents/\" 2>/dev/null | head -30"}","metadata":{},"state":"pending"}]}
    14:24:45.283 [boundedElastic-10] INFO c.u.u.c.common.utils.AgentMsgUtils - {"event":"AGENT_END"}

  4. jujn commented on Sep 3, 2026

    @jujn
    jujn
    on Sep 3, 2026
    Collaborator

    还需要在第二轮恢复时，打印日志看下上一轮 Assistant Msg 是否含 ToolUseBlock。可以用这个 Middleware：

    public class HitlContextDiagMiddleware implements MiddlewareBase {

    private static final Logger log = LoggerFactory.getLogger("HITL_DIAG");

    @Override
    public Flux<AgentEvent> onReasoning(
            Agent agent, RuntimeContext ctx, ReasoningInput input,
            Function<ReasoningInput, Flux<AgentEvent>> next) {

        List<Msg> messages = input.messages();            // = 本轮加载的会话上下文

        // 所有已存在的 ToolResult id
        Set<String> resultIds = new HashSet<>();
        for (Msg m : messages) {
            for (ToolResultBlock r : m.getContentBlocks(ToolResultBlock.class)) {
                if (r.getId() != null) resultIds.add(r.getId());
            }
        }

        Msg lastAssistant = null;
        for (int i = messages.size() - 1; i >= 0; i--) {
            if (messages.get(i).getRole() == MsgRole.ASSISTANT) {
                lastAssistant = messages.get(i);
                break;
            }
        }

        List<ToolUseBlock> toolUses = lastAssistant == null
                ? List.of()
                : lastAssistant.getContentBlocks(ToolUseBlock.class);

        log.info(
            "[HITL_DIAG] onReasoning session={} ctxSize={} lastAssistant={} toolUses=[{}]",
            ctx.getSessionId(),
            messages.size(),
            lastAssistant == null ? "null" : lastAssistant.getName(),
            toolUses.stream()
                .map(t -> t.getName()
                    + "(id=" + t.getId()
                    + ",state=" + t.getState()
                    + ",hasResult=" + resultIds.contains(t.getId()) + ")")
                .collect(Collectors.joining("; ")));

        return next.apply(input);
    }
}
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