An open-source multi-agent war room that runs your job search like an operation. Use it in the browser, or self-host it and keep every byte on your own machine. 一套开源的多智能体求职作战系统——把找工作打成一场有章法的战役。打开浏览器就能用；也可以自部署，数据一个字节都不出你的电脑。
joblander — agents for sourcing, scoring, resumes, briefs & reports—— 扫机会、评分、简历、简报、战报的 Agent 班子
I got laid off in July 2026. Instead of refreshing job boards at 2 a.m., I built my search a war room — agents that scout roles, score them honestly against my real track record, forge tailored resumes, and brief me before every interview.
2026 年 7 月，我被裁了。与其凌晨两点刷招聘网站，不如给求职建一间作战室——Agent 帮我扫岗位、对照真实履历诚实打分、锻造定制简历、每场面试前递上情报简报。
It ran my entire search. I start a new job this month. So the battle's won, and as promised — it's yours now.
它跑完了我整场求职。这个月我入职新公司。仗打完了，那就照约定——它现在是你的了。
ai·layoff·me — three words that read like bad news. This site is the reply.这三个词连起来像一条坏消息。这个网站，是我的回答。
Take it for a run.拿去跑跑看。
The hosted beta is invite-only for now. Need an invite, or just want to say hi?云端版目前是邀请制内测。想要邀请，或者只是想打个招呼？ Email me →给我发邮件 →
Free either way. If it saved you a weekend,不管怎样它都免费。如果它帮你省下一个周末， ❤️ sponsor me❤️ 赞助我 or，或 ☕ buy me a coffee →☕ 请我一杯咖啡 →
Six rooms, one campaign.六个房间，一场战役。
Open the door, know where you stand: the next four days of interviews, today's decisions, and a diary drafted from what actually happened — not what you wish had.
推门就知道战况：未来四天的场次、今天该拍板的事，以及一份从真实事件里长出来的日记草稿——不是愿望清单。
Scans your inbox and job boards; paste any JD link and a scout agent parses it, scores fit against your achievement bank, and queues it for your yes or no.
扫邮箱、扫职位站；丢一条 JD 链接进来，侦察 Agent 解析岗位、对照你的弹药库打匹配分，排好队等你说要不要。
Every company in play on one board — drag cards through stages, edit inline in table view, one dossier per company.
所有战线一张看板：拖卡片换阶段、表格原位编辑，每家公司一份档案。
Your STAR stories are the single source of truth. A resume agent forges a per-company PDF from them — versioned, with bullets on exactly what changed and why.
STAR 素材是唯一事实源。简历 Agent 据此为每家公司锻造定制 PDF——版本化留档，附上「改了哪、为什么」。
A capability radar against the JDs you actually target, morning briefs, daily and weekly reports — with a notes section that stays in your own hand.
对照目标 JD 的能力雷达，晨报、日报、周报——并且永远留一栏给你亲笔写的手记。
Random algorithm problems with a built-in Python judge. Warm up your hands before the whiteboard does it for you.
随机算法题 + 内置 Python 判题器。白板考你之前，先自己热热手。
The constraints are the product.这些约束本身就是产品。
No message ever leaves for a real human on your behalf. Drafts, yes — the send button is yours. No auto-apply, ever.
任何发给真人的消息都不会替你发出。可以起草，发送键永远在你手里。绝不自动投递。
Interviews, emails, transcripts, edits, decisions — each company is an append-only file you can audit later.
面试、邮件、转写、修改、决策——每家公司一份只增不删的档案，全程可回溯。
Fit is measured against your actual track record, not wishful keywords. Where you're weak, it says weak — before the interviewer does.
匹配分对照你的真实履历打，不靠关键词自我感动。哪里是短板就标短板——赶在面试官指出来之前。
Self-hosted, the workspace — resumes, transcripts, pipeline — lives outside the public repo on your machine and is never committed. Hosted, each user gets their own machine and encrypted disk, AI calls never train models, and Settings lets you export everything or delete it for good.
自部署时，工作区——简历、转写、pipeline——建在公开仓库之外、留在你本机，永不提交。用云端版时，每个用户有自己的机器和加密磁盘，AI 调用不用于训练模型，设置页里可以导出全部数据或彻底删除。
Getting laid off hands you two problems: the search itself, and the shapeless days it comes wrapped in. A pipeline you can see beats an anxiety you can't. joblander gives the search edges — stages, files, briefs, reports — so each morning starts with what needs deciding, not where do I even look.
被裁塞给你两个难题：求职本身，和包裹着它的一段没有形状的日子。看得见的 pipeline，胜过看不见的焦虑。joblander 把求职做成一件有棱有角的事——阶段、档案、简报、战报——每个早晨从「今天要拍板什么」开始，而不是「我该从哪看起」。
There's a second bet. Its builder interviews for AI engineering roles, so the tool is built the way you'd build at work: a crew of agents, event-sourced state, proposal-and-approval flows, honest evals. The job search became the demo.
还有第二层打算。作者面的是 AI 工程岗，所以这套工具就按上班的标准造：多智能体分工、事件源状态、提案-批准流、诚实的评测。求职本身，成了最好的 demo。
Events in, rules route, agents propose, a sentinel screens, you approve — and the approval is an event too.事件进，规则派工，Agent 提案，宪兵过检，你拍板——而批准本身，也是一条事件。
Ingestion · gateways only perceive感知层 · 只感知，不判断
Orchestration core · deterministic, no LLM in control flow编排核心 · 纯代码控制流，LLM 不掌舵
Capability layer · 7 domains — a new feature is a new workflow, never a new agent能力层 · 7 个能力域——新功能是新编排，不是新 Agent
The gate闸门
Memory & outputs · local workspace记忆与产出 · 本地工作区
Not a vision diagram — the loop above is the one that ran the author's own search, start to offer.这不是愿景图——上面这个循环，跑完了作者本人从开局到 offer 的整场求职。
Python 3.10+, dependencies kept thin, web UI server-rendered, bound to 127.0.0.1 only. Bring your own LLM key.
Python 3.10+，依赖极薄，Web UI 服务端渲染，默认只绑 127.0.0.1。自带 LLM key 即可。
git clone https://github.com/Shuailong/joblander.git cd joblander cp config.example.yaml config.yaml # point it at your private workspace指向你的私有工作区 pip install -e . joblander onboard # config health check + scaffold配置体检 + 建脚手架 joblander web # → http://127.0.0.1:8899
The workspace (resumes, transcripts, pipeline) is created outside the repo and never committed — see the Local-first rule above.工作区（简历、转写、pipeline）建在仓库之外、永不提交——见上面的 Local-first 规矩。
No — by design. It scouts, scores, drafts and preps; submitting an application and sending a message stay human acts. Recruiters can smell automation, and your name deserves better. This rule is load-bearing.
不会，而且是刻意设计。它负责侦察、打分、起草、备战；提交申请和发出消息永远是人的动作。招聘方闻得出群发的味道，你的名字值得更好的对待。这条规矩是承重墙。
Self-hosted: the repo ships code only. Everything personal lives in a separate local folder that git never sees. LLM calls go to whichever provider you configure with your own key — read their terms; nothing else leaves your machine.
自部署：仓库里只有代码。所有个人数据放在 git 看不见的独立本地目录。LLM 调用只发给你自己配置、自己掏 key 的服务商——记得读他们的条款；除此之外没有任何数据离开你的电脑。
Hosted beta: your data sits on a machine and encrypted disk of your own in Singapore; AI runs through the OpenAI API, which doesn't train on it; you can export everything or delete your account for good at any time. The full privacy notice spells out every processor.
云端内测版：你的数据在新加坡一台只属于你的机器和加密磁盘上；AI 经 OpenAI API 处理，不用于训练；随时可以导出全部数据或彻底删除账户。完整的隐私说明列明了每一个处理方。
Yes. Use the hosted beta at app.ailayoff.me: sign in with Google, upload an old resume, and it sets up the rest. It's invite-only for now — email me for an invite. Self-hosting still takes a terminal and a Python install.
能。用云端内测版 app.ailayoff.me：Google 登录、传一份旧简历，剩下的它来搭。目前邀请制——发邮件找我要邀请。自部署仍然需要会开终端、装 Python。
Read it three ways: ai·layoff·me, a plain bad-news sentence; "AI laid off me", the era we're in; or AI + layoff + me — the three ingredients this project is made of. The reply to all three readings is the same: land well, then leave the parachute for the next person.
三种读法：ai·layoff·me，一句平铺直叙的坏消息；"AI laid off me"，我们正身处的时代；或者 AI + 被裁 + 我——这个项目的全部原料。三种读法的回答是同一个：好好落地，然后把降落伞留给下一个人。