#!/usr/bin/env python3 """ s17: 自主 Agent — 空闲轮询 + 自动认领 + WORK/IDLE 生命周期。 运行: python s17_autonomous_agents/code.py 需要: pip install anthropic python-dotenv + .env 中配置 ANTHROPIC_API_KEY 相对 s16 的变化: - scan_unclaimed_tasks:查找 pending、未分配且依赖已完成的任务 - idle_poll:60 秒轮询循环(收件箱 + 任务板),在 IDLE 中分发 shutdown - claim_task:owner 检查 + 返回值校验 - 队友生命周期:WORK → IDLE → SHUTDOWN - 队友工具:+ list_tasks、claim_task、complete_task(5→8) - consume_lead_inbox:统一收件箱消费器,用于协议 + 上下文注入 - 上下文压缩后重新注入身份提示 ASCII 生命周期: WORK: inbox → LLM → tools → (tool_use? 循环) → (完成? → IDLE) IDLE: 5s 轮询 → 有 inbox? → WORK / 有未认领任务? → 认领 → WORK / 60s? → SHUTDOWN """ import os, subprocess, json, time, random, threading from pathlib import Path from datetime import datetime from dataclasses import dataclass, asdict, field try: import readline readline.parse_and_bind('set bind-tty-special-chars off') except ImportError: pass from anthropic import Anthropic from dotenv import load_dotenv load_dotenv(override=True) if os.getenv("ANTHROPIC_BASE_URL"): os.environ.pop("ANTHROPIC_AUTH_TOKEN", None) WORKDIR = Path.cwd() client = Anthropic(base_url=os.getenv("ANTHROPIC_BASE_URL")) MODEL = os.environ["MODEL_ID"] # ── 任务系统 (来自 s12) ── TASKS_DIR = WORKDIR / ".tasks" TASKS_DIR.mkdir(exist_ok=True) @dataclass class Task: id: str subject: str description: str status: str owner: str | None blockedBy: list[str] def _task_path(task_id: str) -> Path: return TASKS_DIR / f"{task_id}.json" def create_task(subject: str, description: str = "", blockedBy: list[str] | None = None) -> Task: task = Task( id=f"task_{int(time.time())}_{random.randint(0, 9999):04d}", subject=subject, description=description, status="pending", owner=None, blockedBy=blockedBy or [], ) save_task(task) return task def save_task(task: Task): _task_path(task.id).write_text(json.dumps(asdict(task), indent=2)) def load_task(task_id: str) -> Task: return Task(**json.loads(_task_path(task_id).read_text())) def list_tasks() -> list[Task]: return [Task(**json.loads(p.read_text())) for p in sorted(TASKS_DIR.glob("task_*.json"))] def get_task(task_id: str) -> str: task = load_task(task_id) return json.dumps(asdict(task), indent=2) def can_start(task_id: str) -> bool: task = load_task(task_id) for dep_id in task.blockedBy: if not _task_path(dep_id).exists(): return False if load_task(dep_id).status != "completed": return False return True def claim_task(task_id: str, owner: str = "agent") -> str: task = load_task(task_id) if task.status != "pending": status = {"pending": "待处理", "in_progress": "进行中", "completed": "已完成"}.get(task.status, task.status) return f"任务 {task_id} 当前状态为 {status},无法认领" if task.owner: return f"任务 {task_id} 已由 {task.owner} 负责" if not can_start(task_id): deps = [d for d in task.blockedBy if _task_path(d).exists() and load_task(d).status != "completed"] missing = [d for d in task.blockedBy if not _task_path(d).exists()] parts = [] if deps: parts.append(f"被阻塞于:{deps}") if missing: parts.append(f"缺失依赖:{missing}") return "无法开始 — " + ", ".join(parts) task.owner = owner task.status = "in_progress" save_task(task) print(f" \033[36m[认领] {task.subject} → in_progress\033[0m") return f"已认领 {task.id} ({task.subject})" def complete_task(task_id: str) -> str: task = load_task(task_id) if task.status != "in_progress": status = {"pending": "待处理", "in_progress": "进行中", "completed": "已完成"}.get(task.status, task.status) return f"任务 {task_id} 当前状态为 {status},无法完成" task.status = "completed" save_task(task) unblocked = [t.subject for t in list_tasks() if t.status == "pending" and t.blockedBy and can_start(t.id)] print(f" \033[32m[完成] {task.subject} ✓\033[0m") msg = f"已完成 {task.id} ({task.subject})" if unblocked: msg += f"\n已解除阻塞:{', '.join(unblocked)}" return msg # ── 提示词组装 (来自 s10) ── PROMPT_SECTIONS = { "identity": "你是一个编码 Agent。直接行动,不要只解释。", "tools": "可用工具:bash, read_file, write_file, " "create_task, list_tasks, get_task, claim_task, complete_task, " "spawn_teammate, send_message, check_inbox, " "request_shutdown, request_plan, review_plan.", "workspace": f"工作目录:{WORKDIR}", "memory": "有可用的相关记忆时,会在下方注入。", } def assemble_system_prompt(context: dict) -> str: sections = [PROMPT_SECTIONS["identity"], PROMPT_SECTIONS["tools"], PROMPT_SECTIONS["workspace"]] if context.get("memories"): sections.append(f"相关记忆:\n{context['memories']}") return "\n\n".join(sections) _last_context_hash, _last_prompt = None, None def get_system_prompt(context: dict) -> str: global _last_context_hash, _last_prompt h = json.dumps(context, sort_keys=True) if h == _last_context_hash and _last_prompt: return _last_prompt _last_context_hash, _last_prompt = h, assemble_system_prompt(context) return _last_prompt # ── 工具 (来自 s15) ── def safe_path(p: str) -> Path: path = (WORKDIR / p).resolve() if not path.is_relative_to(WORKDIR): raise ValueError(f"路径逃逸出工作区:{p}") return path def run_bash(command: str) -> str: try: r = subprocess.run(command, shell=True, cwd=WORKDIR, capture_output=True, text=True, timeout=120) out = (r.stdout + r.stderr).strip() return out[:50000] if out else "(无输出)" except subprocess.TimeoutExpired: return "错误:执行超时(120 秒)" def run_read(path: str, limit: int | None = None) -> str: try: lines = safe_path(path).read_text().splitlines() if limit and limit < len(lines): lines = lines[:limit] + [f"... ({len(lines) - limit} 行更多内容)"] return "\n".join(lines) except Exception as e: return f"错误:{e}" def run_write(path: str, content: str) -> str: try: fp = safe_path(path) fp.parent.mkdir(parents=True, exist_ok=True) fp.write_text(content) return f"已写入 {len(content)} 字节到 {path}" except Exception as e: return f"错误:{e}" # ── MessageBus (来自 s15) ── MAILBOX_DIR = WORKDIR / ".mailboxes" MAILBOX_DIR.mkdir(exist_ok=True) class MessageBus: def send(self, from_agent: str, to_agent: str, content: str, msg_type: str = "message", metadata: dict = None): msg = {"from": from_agent, "to": to_agent, "content": content, "type": msg_type, "ts": time.time(), "metadata": metadata or {}} inbox = MAILBOX_DIR / f"{to_agent}.jsonl" with open(inbox, "a") as f: f.write(json.dumps(msg) + "\n") print(f" \033[33m[bus] {from_agent} → {to_agent}: " f"({msg_type}) {content[:50]}\033[0m") def read_inbox(self, agent: str) -> list[dict]: inbox = MAILBOX_DIR / f"{agent}.jsonl" if not inbox.exists(): return [] msgs = [json.loads(line) for line in inbox.read_text().splitlines() if line.strip()] inbox.unlink() return msgs BUS = MessageBus() active_teammates: dict[str, bool] = {} # ── 协议状态 (来自 s16) ── @dataclass class ProtocolState: request_id: str type: str sender: str target: str status: str payload: str created_at: float = field(default_factory=time.time) pending_requests: dict[str, ProtocolState] = {} def new_request_id() -> str: return f"req_{random.randint(0, 999999):06d}" def match_response(response_type: str, request_id: str, approve: bool): """通过 request_id 将响应关联到原始请求。""" state = pending_requests.get(request_id) if not state: print(f" \033[31m[协议] 未知 request_id: {request_id}\033[0m") return if state.type == "shutdown" and response_type != "shutdown_response": print(f" \033[31m[协议] 类型不匹配:期望 shutdown_response," f"实际得到 {response_type}\033[0m") return if state.type == "plan_approval" and response_type != "plan_approval_response": print(f" \033[31m[协议] 类型不匹配:期望 plan_approval_response," f"实际得到 {response_type}\033[0m") return state.status = "approved" if approve else "rejected" icon = "✓" if approve else "✗" color = "32" if approve else "31" print(f" \033[{color}m[协议] {state.type} {icon} " f"({request_id}: {state.status})\033[0m") # ── 自主 Agent (s17 新增) ── IDLE_POLL_INTERVAL = 5 # 秒 IDLE_TIMEOUT = 60 # 秒 def scan_unclaimed_tasks() -> list[dict]: """查找依赖均已完成、未分配的 pending 任务。""" unclaimed = [] for f in sorted(TASKS_DIR.glob("task_*.json")): task = json.loads(f.read_text()) if (task.get("status") == "pending" and not task.get("owner") and can_start(task["id"])): unclaimed.append(task) return unclaimed def idle_poll(name: str, messages: list, role: str) -> str: """轮询 60 秒。返回 'work'、'shutdown' 或 'timeout'。""" for _ in range(IDLE_TIMEOUT // IDLE_POLL_INTERVAL): time.sleep(IDLE_POLL_INTERVAL) # 检查收件箱 — 优先分发协议消息 inbox = BUS.read_inbox(name) if inbox: # 检查 shutdown_request for msg in inbox: if msg.get("type") == "shutdown_request": req_id = msg.get("metadata", {}).get("request_id", "") BUS.send(name, "lead", "正在平滑关闭。", "shutdown_response", {"request_id": req_id, "approve": True}) print(f" \033[35m[协议] {name} 在空闲阶段已批准关闭 " f"({req_id})\033[0m") return "shutdown" # 非协议收件箱:注入并恢复工作 messages.append({"role": "user", "content": "" + json.dumps(inbox) + ""}) print(f" \033[36m[空闲] {name} 发现收件箱消息\033[0m") return "work" # 扫描任务板 unclaimed = scan_unclaimed_tasks() if unclaimed: task = unclaimed[0] result = claim_task(task["id"], name) if "已认领" in result: messages.append({"role": "user", "content": f"任务 {task['id']}: " f"{task['subject']}"}) print(f" \033[32m[空闲] {name} 自动认领:" f"{task['subject']}\033[0m") return "work" print(f" \033[33m[空闲] {name} 认领失败:" f"{result}\033[0m") print(f" \033[31m[空闲] {name} 超时({IDLE_TIMEOUT}s)\033[0m") return "timeout" # ── 队友线程(来自 s15 + s16 + s17) ── def spawn_teammate_thread(name: str, role: str, prompt: str) -> str: if name in active_teammates: return f"队友 '{name}' 已存在" system = (f"你是 '{name}',角色是 {role}。" f"使用工具完成任务。" f"你可以从任务板列出并认领任务。" f"检查收件箱中的协议消息。") def handle_inbox_message(name: str, msg: dict, messages: list): """按类型分发收到的协议消息。""" msg_type = msg.get("type", "message") meta = msg.get("metadata", {}) req_id = meta.get("request_id", "") if msg_type == "shutdown_request": BUS.send(name, "lead", "正在平滑关闭。", "shutdown_response", {"request_id": req_id, "approve": True}) print(f" \033[35m[协议] {name} 已批准关闭 " f"({req_id})\033[0m") return True if msg_type == "plan_approval_response": approve = meta.get("approve", False) if approve: messages.append({"role": "user", "content": "[计划已批准] 继续执行任务。"}) else: messages.append({"role": "user", "content": f"[计划已拒绝] 反馈:{msg['content']}"}) return False def run(): messages = [{"role": "user", "content": prompt}] sub_tools = [ {"name": "bash", "description": "运行一条 shell 命令。", "input_schema": {"type": "object", "properties": {"command": {"type": "string"}}, "required": ["command"]}}, {"name": "read_file", "description": "读取文件。", "input_schema": {"type": "object", "properties": {"path": {"type": "string"}}, "required": ["path"]}}, {"name": "write_file", "description": "写入文件。", "input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "content": {"type": "string"}}, "required": ["path", "content"]}}, {"name": "send_message", "description": "向另一个 Agent 发送消息。", "input_schema": {"type": "object", "properties": {"to": {"type": "string"}, "content": {"type": "string"}}, "required": ["to", "content"]}}, {"name": "submit_plan", "description": "提交计划给 Lead 审批。", "input_schema": {"type": "object", "properties": {"plan": {"type": "string"}}, "required": ["plan"]}}, # s17 新增:队友可以列出、认领并完成任务 {"name": "list_tasks", "description": "列出任务板上的所有任务。", "input_schema": {"type": "object", "properties": {}, "required": []}}, {"name": "claim_task", "description": "认领一个待处理任务。", "input_schema": {"type": "object", "properties": {"task_id": {"type": "string"}}, "required": ["task_id"]}}, {"name": "complete_task", "description": "将进行中的任务标记为已完成。", "input_schema": {"type": "object", "properties": {"task_id": {"type": "string"}}, "required": ["task_id"]}}, ] def _run_list_tasks(): 个任务 = list_tasks() if not 个任务: return "暂无任务。" status_labels = {"pending": "待处理", "in_progress": "进行中", "completed": "已完成"} return "\n".join( f" {t.id}: {t.subject} [{status_labels.get(t.status, t.status)}]" for t in 个任务) def _run_claim_task(task_id: str): return claim_task(task_id, owner=name) def _run_complete_task(task_id: str): return complete_task(task_id) sub_handlers = { "bash": run_bash, "read_file": run_read, "write_file": run_write, "send_message": lambda to, content: (BUS.send(name, to, content), "已发送")[1], "submit_plan": lambda plan: _teammate_submit_plan(name, plan), "list_tasks": _run_list_tasks, "claim_task": _run_claim_task, "complete_task": _run_complete_task, } # 外层循环:WORK → IDLE 周期 while True: # 身份重新注入 (s17) if len(messages) <= 3: messages.insert(0, {"role": "user", "content": f"你是 '{name}',角色:{role}。" f"继续你的工作。"}) # WORK 阶段 should_shutdown = False for _ in range(10): inbox = BUS.read_inbox(name) for msg in inbox: stopped = handle_inbox_message(name, msg, messages) if stopped: should_shutdown = True break if should_shutdown: break if inbox and not should_shutdown: non_protocol = [m for m in inbox if m.get("type") == "message"] if non_protocol: messages.append({"role": "user", "content": f"{json.dumps(non_protocol)}"}) try: response = client.messages.create( model=MODEL, system=system, messages=messages[-20:], tools=sub_tools, max_tokens=8000) except Exception: break messages.append({"role": "assistant", "content": response.content}) if response.stop_reason != "tool_use": break results = [] for block in response.content: if block.type == "tool_use": handler = sub_handlers.get(block.name) output = handler(**block.input) if handler else "未知" results.append({"type": "tool_result", "tool_use_id": block.id, "content": str(output)}) messages.append({"role": "user", "content": results}) if should_shutdown: break # IDLE 阶段 (s17 新增) idle_result = idle_poll(name, messages, role) if idle_result == "shutdown": break if idle_result == "timeout": break # 摘要 summary = "已完成。" for msg in reversed(messages): if msg["role"] == "assistant" and isinstance(msg["content"], list): for b in msg["content"]: if getattr(b, "type", None) == "text": summary = b.text break else: continue break BUS.send(name, "lead", summary, "result") active_teammates.pop(name, None) print(f" \033[32m[队友] {name} 已完成\033[0m") active_teammates[name] = True threading.Thread(target=run, daemon=True).start() print(f" \033[36m[队友] {name} 已作为 {role} 启动\033[0m") return f"队友 '{name}' 已启动为 {role}(自主模式)" def _teammate_submit_plan(from_name: str, plan: str) -> str: """队友向 Lead 提交计划以供审批。""" req_id = new_request_id() pending_requests[req_id] = ProtocolState( request_id=req_id, type="plan_approval", sender=from_name, target="lead", status="pending", payload=plan) BUS.send(from_name, "lead", plan, "plan_approval_request", {"request_id": req_id}) return f"计划已提交({req_id})。正在等待审批..." # ── Lead 协议工具 (来自 s16) ── def run_request_shutdown(teammate: str) -> str: req_id = new_request_id() pending_requests[req_id] = ProtocolState( request_id=req_id, type="shutdown", sender="lead", target=teammate, status="pending", payload="") BUS.send("lead", teammate, "请平滑关闭。", "shutdown_request", {"request_id": req_id}) print(f" \033[35m[协议] shutdown_request → {teammate} " f"({req_id})\033[0m") return f"已向 {teammate} 发送关闭请求(req: {req_id})" def run_request_plan(teammate: str, task: str) -> str: """Lead 要求队友提交计划。""" BUS.send("lead", teammate, f"请为以下任务提交计划:{task}", "message") return f"已要求 {teammate} 提交计划" def run_review_plan(request_id: str, approve: bool, feedback: str = "") -> str: state = pending_requests.get(request_id) if not state: return f"请求 {request_id} 未找到" if state.status != "pending": return f"请求 {request_id} 已经是 {state.status}" state.status = "approved" if approve else "rejected" BUS.send("lead", state.sender, feedback or ("已批准" if approve else "已拒绝"), "plan_approval_response", {"request_id": request_id, "approve": approve}) icon = "✓" if approve else "✗" print(f" \033[32m[协议] 计划 {icon} ({request_id})\033[0m") return f"计划已{'批准' if approve else '拒绝'}({request_id})" # ── 基础工具处理器 ── def run_create_task(subject: str, description: str = "", blockedBy: list[str] | None = None) -> str: task = create_task(subject, description, blockedBy) deps = f"(依赖:{', '.join(blockedBy)})" if blockedBy else "" print(f" \033[34m[创建] {task.subject}{deps}\033[0m") return f"已创建 {task.id}: {task.subject}{deps}" def run_list_tasks() -> str: 个任务 = list_tasks() if not 个任务: return "暂无任务。" status_labels = {"pending": "待处理", "in_progress": "进行中", "completed": "已完成"} return "\n".join( f" {t.id}: {t.subject} " f"[{status_labels.get(t.status, t.status)}]" for t in 个任务) def run_get_task(task_id: str) -> str: return get_task(task_id) def run_claim_task(task_id: str) -> str: return claim_task(task_id, owner="agent") def run_complete_task(task_id: str) -> str: return complete_task(task_id) def run_spawn_teammate(name: str, role: str, prompt: str) -> str: return spawn_teammate_thread(name, role, prompt) def run_send_message(to: str, content: str) -> str: BUS.send("lead", to, content) return f"已发送给 {to}" def consume_lead_inbox(route_protocol=True) -> list[dict]: """读取 Lead 收件箱:路由协议响应,并返回所有消息。""" msgs = BUS.read_inbox("lead") if route_protocol: for msg in msgs: meta = msg.get("metadata", {}) req_id = meta.get("request_id", "") msg_type = msg.get("type", "") if req_id and msg_type.endswith("_response"): match_response(msg_type, req_id, meta.get("approve", False)) return msgs def run_check_inbox() -> str: msgs = consume_lead_inbox(route_protocol=True) if not msgs: return "(收件箱为空)" lines = [] for m in msgs: meta = m.get("metadata", {}) req_id = meta.get("request_id", "") tag = f" [{m['type']} req:{req_id}]" if req_id else f" [{m['type']}]" lines.append(f" [{m['from']}]{tag} {m['content'][:200]}") return "\n".join(lines) # ── 工具定义 ── TOOLS = [ {"name": "bash", "description": "运行一条 shell 命令。", "input_schema": {"type": "object", "properties": {"command": {"type": "string"}}, "required": ["command"]}}, {"name": "read_file", "description": "读取文件内容。", "input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "limit": {"type": "integer"}}, "required": ["path"]}}, {"name": "write_file", "description": "向文件写入内容。", "input_schema": {"type": "object", "properties": {"path": {"type": "string"}, "content": {"type": "string"}}, "required": ["path", "content"]}}, {"name": "create_task", "description": "创建一个任务。", "input_schema": {"type": "object", "properties": {"subject": {"type": "string"}, "description": {"type": "string"}, "blockedBy": {"type": "array", "items": {"type": "string"}}}, "required": ["subject"]}}, {"name": "list_tasks", "description": "列出所有任务。", "input_schema": {"type": "object", "properties": {}, "required": []}}, {"name": "get_task", "description": "获取指定任务的完整详情。", "input_schema": {"type": "object", "properties": {"task_id": {"type": "string"}}, "required": ["task_id"]}}, {"name": "claim_task", "description": "认领一个待处理任务。", "input_schema": {"type": "object", "properties": {"task_id": {"type": "string"}}, "required": ["task_id"]}}, {"name": "complete_task", "description": "完成一个进行中的任务。", "input_schema": {"type": "object", "properties": {"task_id": {"type": "string"}}, "required": ["task_id"]}}, {"name": "spawn_teammate", "description": "启动一个自主队友 Agent。", "input_schema": {"type": "object", "properties": {"name": {"type": "string"}, "role": {"type": "string"}, "prompt": {"type": "string"}}, "required": ["name", "role", "prompt"]}}, {"name": "send_message", "description": "向队友发送消息。", "input_schema": {"type": "object", "properties": {"to": {"type": "string"}, "content": {"type": "string"}}, "required": ["to", "content"]}}, {"name": "check_inbox", "description": "检查收件箱中的消息和协议响应。", "input_schema": {"type": "object", "properties": {}, "required": []}}, {"name": "request_shutdown", "description": "请求队友平滑关闭。", "input_schema": {"type": "object", "properties": {"teammate": {"type": "string"}}, "required": ["teammate"]}}, {"name": "request_plan", "description": "要求队友提交计划以供审查。", "input_schema": {"type": "object", "properties": {"teammate": {"type": "string"}, "task": {"type": "string"}}, "required": ["teammate", "task"]}}, {"name": "review_plan", "description": "批准或拒绝已提交的计划。", "input_schema": {"type": "object", "properties": { "request_id": {"type": "string"}, "approve": {"type": "boolean"}, "feedback": {"type": "string"}}, "required": ["request_id", "approve"]}}, ] TOOL_HANDLERS = { "bash": run_bash, "read_file": run_read, "write_file": run_write, "create_task": run_create_task, "list_tasks": run_list_tasks, "get_task": run_get_task, "claim_task": run_claim_task, "complete_task": run_complete_task, "spawn_teammate": run_spawn_teammate, "send_message": run_send_message, "check_inbox": run_check_inbox, "request_shutdown": run_request_shutdown, "request_plan": run_request_plan, "review_plan": run_review_plan, } # ── 上下文 ── MEMORY_DIR = WORKDIR / ".memory" MEMORY_INDEX = MEMORY_DIR / "MEMORY.md" def update_context(context: dict, messages: list) -> dict: memories = "" if MEMORY_INDEX.exists(): memories = MEMORY_INDEX.read_text()[:2000] return {"memories": memories} # ── Agent 循环 ── def agent_loop(messages: list, context: dict): system = get_system_prompt(context) while True: try: response = client.messages.create( model=MODEL, system=system, messages=messages, tools=TOOLS, max_tokens=8000) except Exception as e: messages.append({"role": "assistant", "content": [ {"type": "text", "text": f"[错误] {type(e).__name__}: {e}"}]}) return messages.append({"role": "assistant", "content": response.content}) if response.stop_reason != "tool_use": return results = [] for block in response.content: if block.type != "tool_use": continue print(f"\033[36m> {block.name}\033[0m") handler = TOOL_HANDLERS.get(block.name) output = handler(**block.input) if handler else "未知" print(str(output)[:300]) results.append({"type": "tool_result", "tool_use_id": block.id, "content": output}) messages.append({"role": "user", "content": results}) context = update_context(context, messages) system = get_system_prompt(context) if __name__ == "__main__": print("s17: 自主 Agent") print("输入问题后按回车发送。输入 q 退出。\n") history = [] context = {"memories": ""} while True: try: query = input("\033[36ms17 >> \033[0m") except (EOFError, KeyboardInterrupt): break if query.strip().lower() in ("q", "exit", ""): break history.append({"role": "user", "content": query}) agent_loop(history, context) context = update_context(context, history) for block in history[-1]["content"]: if getattr(block, "type", None) == "text": print(block.text) elif isinstance(block, dict) and block.get("type") == "text": print(block.get("text", "")) # 消费 Lead 收件箱:路由协议 + 注入历史 inbox = consume_lead_inbox(route_protocol=True) if inbox: inbox_text = "\n".join( f"来自 {m['from']} [{m.get('type', 'message')}]: " f"{m['content'][:200]}" for m in inbox) history.append({"role": "user", "content": f"[收件箱]\n{inbox_text}"}) print()