We need to produce a concise title in Chinese, no more than 10 characters, no more than 4-5 words in English. The conversation is Chinese. So Chinese title, <=10 characters. The content: user wants to generate weekly report "金融行业一周要闻及舆情动态". They want to spawn three teammates: hunter_bank, hunter_fintech, editor. So title should reflect the task: "金融行业周报生成" maybe. That's 8 characters. Or "金融周报助手". 8 characters. Or "金融周报生成". 8. Or "金融周报助手". 8. Or "周报生成助手". 6. But must be unique. Let's pick "金融周报生成". That's 8 characters. Good.{"title":"金融周报生成"}We need respond to user asking spawn three continuous teammates, parallel independent. Need likely use subagents. Need perhaps read PDFs for editor? We can spawn subagents. Need maybe use todo because multi-step. Need maybe read relevant skill? This is finance/research and PDFs. User asks spawn agents and return findings/spec. Need use plugins for finance-related questions, but task is gather news for future 2026-06-01 to 2026-06-07. Need use professional plugins? Available are ifind, yahoo, etc. But hunter likely can use web too? User says must use plugins rather than general web for finance-related. Need perhaps load plugin skills before using plugin. But we're spawning subagents, they inherit tools except subagent-management. Need in prompt instruct use plugins/citations, no fabrication. We also need maybe read PDFs? Since editor subagent can read PDFs. But before tasks, need maybe todo. Also because user specifically asks spawn teammates. We'll spawn 3 background? They need parallel independent. Use spawn_subagent run_in_background true for all three. Need perhaps maybe also perform own work? Could spawn and then wait. Need first maybe todo_read per dev. Use todo_read. Then todo_write maybe. Let's do todo_read then spawn agents. Need maybe read skill? For deep-research? User requests research depth. Must read deep-research skill before in-depth? We are not directly research maybe subagents will? But we as lead need maybe read SKILL.md? Also if using PDF skill? User attachments PDFs need editor read. But maybe no need create PDF. We need analyze PDFs. There is a PDF skill for processing existing PDFs; must read before processing existing PDFs? If the lead won't process, subagent should perhaps read pdf skill? But subagent instructions don't know. Could spawn editor with instruction to read /app/.agents/skills/pdf/SKILL.md before reading PDFs. Need maybe since task hits deep-research, read deep-research skill? But perhaps overkill. Need use read_file before reading attachments? The editor can. But lead could read skill. Need maybe call read_file for deep-research and pdf? But if subagents use their own tools, can they read skills? Yes they inherit read_file. Need instruct. Also plugin skills for ifind etc maybe hunter should read relevant plugin skill. But they can use data source. We can tell them. Need no final until results. Use subagents in background. Need perhaps wait for messages. Use spawn. Need maybe spawn as agent_type explore for hunters, reviewer/explore for editor? Editor is read-only. Use explore or general? For hunting web/plugin research, explore. Editor maybe explore/read-only. Need prompts self-contained with current date, task. Need perhaps include file paths exactly: /mnt/agents/upload/金融行业...pdf? Need know filenames include path. Could list /mnt/agents/upload. Could spawn editor to locate files. Use prompt. Need probably no browsing by lead. Let's todo.[
{
"function": {
"arguments": "{}",
"name": "mshtools-todo_read"
},
"id": "mshtools-todo_read_0",
"index": 0,
"type": "function"
}
]No detailed content available.
Need create todo list. Use todo_write.[
{
"function": {
"arguments": "{\"todos\":[{\"id\": \"spawn-agents\", \"content\": \"Spawn three independent teammates for bank/regulatory hunting, fintech vendor hunting, and PDF format analysis\", \"priority\": \"high\", \"status\": \"in_progress\"}, {\"id\": \"collect-findings\", \"content\": \"Collect raw findings from hunter_bank and hunter_fintech\", \"priority\": \"high\", \"status\": \"pending\"}, {\"id\": \"collect-format\", \"content\": \"Collect editor format specification from reference PDFs\", \"priority\": \"high\", \"status\": \"pending\"}, {\"id\": \"deliver-summary\", \"content\": \"Return the three teammates' outputs clearly separated\", \"priority\": \"high\", \"status\": \"pending\"}]}",
"name": "mshtools-todo_write"
},
"id": "mshtools-todo_write_1",
"index": 0,
"type": "function"
}
]No detailed content available.
Need spawn three agents. Compose prompts. Need be careful with current date 2026-07-07, research week 2026-06-01 to 2026-06-07, future relative to training but tool web may search? In this simulated environment, web_search may or may not have 2026. Need subagents must use professional plugins for finance factual claims, cite. But plugins may have current data? Need use ifind etc. User asked raw findings, not polished report. We can instruct if no data say not found, don't fabricate. Need include target entities. Need maybe instruct output in Chinese. Hunter_bank: sources: official regulators: PBOC, NFRA, CSRC, exchanges (SSE/SZSE/BSE/CFFEX? 中国外汇交易中心？ NAFR?), bank official news, bank wealth management subsidiaries, trusts, fund companies, procurement/tender platforms. Need raw findings with date, org, category, title, summary, why relevant, source URL/plugin citation, confidence. Focus on 2026-06-01 to 06-07 inclusive. Use plugins for finance data; web for official announcement/tender news? Since financial_plugin_selection says must use professional data plugins rather than general web. But tender/bid info maybe not in plugins except ifind announcements maybe not enough. Could use web_search only to locate official/regulator/bid docs, but factual claims from plugin must cite. Hmm user insists plugin usage. We can instruct use professional plugins first, then official/public web only for items not in plugins and cite URLs, label. Need maybe `hunter_fintech`: must cover list of vendors: 恒生电子 and subsidiaries 恒生启金、云赢、云毅、恒生聚源， plus 开科唯识、兆尹科技、赢时胜、衡泰、金证股份、顶点软件、华锐、万得、同花顺、长亮、天阳、蚂蚁数科. Need specifically note no findings for mandatory names if none. Include IT bids, product releases, partnerships, personnel, penalties. Use iFinD for listed company announcements and maybe web for vendor news. Need output raw findings in Chinese. Editor: read two PDFs, produce format specification list: chapter order, indent hierarchy, link style, footer/signoff position, summary chapter, page count limit. Need maybe use pdftotext? But subagent can read file via read_file (converts pdf to markdown). Prompt self-contained. Need not create final report. Need maybe continuous teammate?
Need spawn in background. We should maybe use multi_tool parallel to spawn all? They are independent. Use multi_tool.parallel. The subagent spawn is a tool. Since parallel possible. Let's do three spawn_subagent. Need maybe mark todo completed after spawn. Use spawn calls. Let's craft robust prompts. Ensure they return findings. Need maybe names? spawn doesn't allow custom agent name, only description. User names are requested but tool agent ids may be random. We can label in prompt. We can later refer by names. Need maybe agent_type explore. Let's do.[
{
"function": {
"arguments": "{\"agent_type\":\"explore\",\"description\":\"hunter_bank\",\"prompt\":\"你是 `hunter_bank`，一个只读研究 teammate。任务：为恒生电子银信解决方案部周报《金融行业一周要闻及舆情动态》独立抓取 2026-06-01 至 2026-06-07（含首尾）这一周的银行与监管侧原始 findings。\\n\\n范围机构类型必须覆盖：\\n1) 银行；\\n2) 监管机构：国家金融监督管理总局/原银保监、人民银行、证监会、交易所等；\\n3) 银行理财子；\\n4) 信托、基金公司。\\n\\n关注事项：监管政策变化、重要业务动态、组织架构和人事变动（尤其是被查被罚）、业务创新、IT 项目招投标中标情况。\\n\\n资料使用要求：\\n- 这是金融/财经研究任务，必须优先使用已安装专业数据插件/数据源（优先 iFinD；需要时可用 SEC/Yahoo 等不适合中国机构则少用；不可用内部知识作为来源）。\\n- 若专业插件没有覆盖招投标、监管官网、机构官网公告，可补充官方公开网页/权威媒体/招投标平台，但必须明确标注来源链接与来源类型。\\n- 每个事实或数据后必须紧跟引用；插件数据格式用：[Source: {plugin} — {dataset/document}, as of {date}]。网页用：[Source: 官网/平台名称 — 页面标题, as of YYYY-MM-DD](URL)。\\n- 不要编造。找不到就写“未检索到可靠公开信息”。\\n\\n输出要求（中文，原始 findings，不要写成正式周报）：\\n- 先给“检索范围与方法”简短说明；\\n- 按机构类型分节；\\n- 每条用统一字段：日期｜机构｜类别｜标题｜要点（2-4句）｜业务/IT/舆情价值｜来源｜置信度；\\n- 单独列“未检索到可靠公开信息的方向/机构”；\\n- 尽量控制在 15-30 条高价值 findings；若不足，宁可少报也不要凑数。\",\"run_in_background\":true}",
"name": "spawn_subagent"
},
"id": "spawn_subagent_2",
"index": 0,
"type": "function"
},
{
"function": {
"arguments": "{\"agent_type\":\"explore\",\"description\":\"hunter_fintech\",\"prompt\":\"你是 `hunter_fintech`，一个只读研究 teammate。任务：为恒生电子银信解决方案部周报《金融行业一周要闻及舆情动态》独立抓取 2026-06-01 至 2026-06-07（含首尾）这一周的金融 IT 厂商动态原始 findings。\\n\\n必须覆盖/排查以下厂商：\\n- 恒生电子及其子公司/相关品牌：恒生启金、云赢、云毅、恒生聚源；\\n- 开科唯识、兆尹科技、赢时胜、衡泰、金证股份、顶点软件、华锐、万得、同花顺、长亮、天阳、蚂蚁数科。\\n\\n关注事项：产品/解决方案发布、客户案例、战略合作、金融 IT 招投标中标、组织/人事、融资/资本运作、监管处罚或负面舆情、技术/业务创新。\\n\\n资料使用要求：\\n- 这是金融/财经研究任务，必须优先使用已安装专业数据插件/数据源（A/H 股公司优先 iFinD；US-listed/ADR 用 SEC EDGAR/Yahoo 等；中国非上市厂商可用专业插件+官网/招投标/权威媒体补充）。\\n- 每个事实或数据后必须紧跟引用；插件数据格式用：[Source: {plugin} — {dataset/document}, as of {date}]。网页用：[Source: 官网/平台名称 — 页面标题, as of YYYY-MM-DD](URL)。\\n- 不要编造。找不到就写“未检索到可靠公开信息”。\\n\\n输出要求（中文，原始 findings，不要写成正式周报）：\\n- 先给“检索范围与方法”简短说明；\\n- 必须给出“覆盖清单”，逐家列：有发现/无可靠发现；\\n- 对有发现的厂商，每条用统一字段：日期｜厂商｜类别｜标题｜要点（2-4句）｜对恒生/银信业务启发｜来源｜置信度；\\n- 单独列“需后续人工核验的线索”（如搜索结果疑似相关但无法确认）。\",\"run_in_background\":true}",
"name": "spawn_subagent"
},
"id": "spawn_subagent_3",
"index": 1,
"type": "function"
},
{
"function": {
"arguments": "{\"agent_type\":\"explore\",\"description\":\"editor_format\",\"prompt\":\"你是 `editor`，一个只读格式分析 teammate。任务：阅读同目录两份参考 PDF，提炼《金融行业一周要闻及舆情动态》专业报告的格式规范清单。\\n\\n参考文件：\\n1. /mnt/agents/upload/金融行业一周要闻及舆情动态（2026年5月18日-2026年5月29日）.pdf\\n2. /mnt/agents/upload/金融行业一周要闻及舆情动态（2026年5月25日-2026年6月1日）.pdf\\n\\n执行要求：\\n- 在读取/处理 PDF 前，先读取内置 pdf skill 文档：/app/.agents/skills/pdf/SKILL.md，并遵守其中适用于 PDF 阅读/解析的指引。\\n- 只读分析，不要改文件。\\n- 重点输出格式规范，而不是内容摘要。\\n\\n输出要求（中文）：\\n- 章节顺序：列出两份 PDF 的共同结构与差异；\\n- 缩进层级：一级/二级/三级标题、条目编号、段落缩进/项目符号样式；\\n- 链接样式：标题是否可点击、链接放置位置、URL/来源呈现方式；\\n- 落款位置：部门/日期/编辑信息等在什么位置；\\n- 是否需要摘要章节：有无摘要/导语/本期概览；\\n- 页数上限/常见页数：基于两份样本估计；\\n- 版式元素：封面、页眉页脚、字体/字号大致特征、表格/卡片/分栏、色彩、风险提示等；\\n- 输出一份“可执行格式规范清单”，供后续写本周报告直接照做。\",\"run_in_background\":true}",
"name": "spawn_subagent"
},
"id": "spawn_subagent_4",
"index": 2,
"type": "function"
}
]No detailed content available.
Tool says after launching, end current turn immediately — do not check status etc. Need final to user maybe tell spawned. But user wants results, we need not wait? Since result will be sent automatically when complete, after background launch we should end current turn. We can say已启动， etc. Need maybe update todo spawn completed? But instruction says after launching end current turn immediately — do not check status/sleep/poll/relaunch. Does updating todo violate? It says after launching end current turn immediately. Maybe no more tools. But should update? No. Final with concise status. But the user requested return findings when complete; background messages will appear in next tool result? Since we end turn, likely subagents will send messages as user? Need final no final findings. But maybe should use update todo? No. Need final: 已并行启动 hunter_bank/hunter_fintech/editor，完成后会分别返回. Also avoid mention internal tool. Could say三个 teammate 已并行启动. Good.已并行启动三个 teammate：
- `hunter_bank`：银行、监管机构、理财子、信托、基金公司动态抓取
- `hunter_fintech`：金融 IT 厂商动态抓取，含你指定的恒生及竞品名单
- `editor`：解析两份参考 PDF，提炼格式规范清单
他们完成后会把原始 findings 和格式规范分别返回。