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Experiment executor and monitor for academic research. 2-agent system covering code experiments (ML training, statistical analysis, ETL, simulation) and human studies (surveys, field studies, interviews). 4 modes: run (execute + monitor code), manage (track human studies), validate (statistical interpretation + reproducibility verification), plan (Socratic experiment design). Use when a researcher wants to run or monitor a research experiment, manage or resume a human-subject study, check the statistics or reproducibility of research results, or design an experiment or study, in English or Chinese (e.g., 跑實驗、管理研究、驗證結果、規劃實驗).

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Use when changing REPL clear/reset/resume/surface behavior (onClearTerminal, transcriptSeq remount, Ink Static paths, Ctrl+O/Ctrl+E transitions). Enforces single-owner reset transaction and prevents black-screen/flicker/duplicate-row regressions.

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Set up or resume THIS session's retalk user — from your existing users (global ~/.agent-talk or project-local ./.agent-talk) or a new one. Use for first-time setup, to pick which identity this session acts as, or when a command fails with "no identity". agent-talk has no default user; pick one with AskUserQuestion (distinct per parallel session). All human input (relay, passphrase, peers, receive source, delivery mode — auto-receive recommended) is gathered here so send/receive run autonomously afterward.

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Build or resume mathematical-modeling competition work, including CUMCM, MCM/ICM, graduate and regional contests, data challenges, and open-topic statistical modeling. Guide problem framing, modeling, computation, validation, Chinese or English LaTeX writing, and reviewed PDF/source delivery using current official requirements. Not for ordinary paper polishing.

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Generate Word documents programmatically with the docx library — create paragraphs, tables, images, headers, footers, numbered lists, and styled content. Use when tasks involve generating contracts, proposals, resumes, or any .docx output from application data in Node.js.

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Screen job applications against requirements and score candidates objectively. Use when a user asks to review applications, evaluate candidates, screen resumes, rank applicants, assess qualifications against a job description, shortlist candidates, or build a hiring scorecard.

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Ably is a hosted realtime messaging service: clients publish and subscribe to named channels over WebSockets, see who is present, replay message history, and resume after a dropped connection. Use when a user asks to "add realtime updates", "push live notifications to the browser", "show who is online", "add a chat room with typing indicators", "publish from a serverless function", or "authenticate Ably clients without exposing the API key". Covers the ably 2.x JavaScript SDK (Realtime and REST), JWT token authentication, presence, history and rewind, batch publishing, and the @ably/chat 1.x SDK.

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Writes a handover document so another person, another agent, or a different tool can pick up multi-session work cold. Use when handing work to someone else, switching tools, or pausing work that will not resume in the same session.

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把任意主题做成「讲解/科普视频」并渲染成 MP4：调研→审查→解说词→字幕→配音（edge-tts，或火山引擎语音合成 2.0）→**主题驱动风格编排**→并行构建 HTML 场景→确定性逐帧渲染→成片后出多画幅封面。**画面语言内置 23 个模板风格 / 8 个类别**（大胆信号卡、奢华极简、NYT 数据图表、瑞士网格、故障艺术、胶片漏光、流体 Hero、Logo 收尾、东方柔和有机、VFX 文字光标…共 23 种风格，含每种的画布/配色/字体/时间轴规范，见 references/style-catalog.md）。**v2.0 新增**：①**动效库**（`assets/motion.js`，5 组共 40+ 动作词汇：弹簧/进出场/承接/接触/运镜/环境光）；②**4K60 + 快门运动模糊**（`--quality / --fps / --profile`，线性光积分 + 三级快门闸门 `--shutter-only` / `--motion-hold`）；③**渲染提速**（多浏览器进程级并行 / `--png-fast` / `--jpeg` / `--resume` 断点续渲），且**渲染前必须先问用户选哪条中间帧通道**（`png-fast` / `jpeg q95` / `png` / `jpeg q82`，**默认推荐 `png-fast`**，四条都要列全并附速度对比与描述；未拍板由 `gate_check.py --phase render` 挡下）；④**主题驱动模板编排**（`scripts/style_director.py`，按内容类型/情绪/节奏/受众挑风格、混用与局部替换、动态开头与转场，不再一片一模板）。流程规范与音画同步体系承自 anything2explainer（词边界字幕、两级时钟、语速标定、多 agent 分工与 QC 判据），渲染层为自研 seek 式渲染器。**封面默认 16:9 + 3:4 两张**：抖音主封面 1920×1080 + 兼容主页栅格 3:4 的 1440×1080（独立重排，防切字）；**竖版投放再加 9:16 的 1080×1920**（左右并置必须改上下堆叠、上下边距让开平台 UI 层）。独立可移植：GSAP 内置、playwright-core 随包、ffmpeg 走 imageio-ffmpeg 回退、浏览器自动探测 Chrome/Edge；**不依赖 html-video / anything2explainer 任何代码或目录**。触发场景：要做科普/讲解/教学/知识/产品类视频、"讲一下 X 做成视频"、要用 html-video 那种模板化画面但更稳的音画同步、要挑某种视觉风格（极简/数据/赛博/电影感/品牌）出片、要出抖音封面/竖版封面/9:16 封面、anything2explainer 换 HTML 渲染、或提到 html-explainer / HTML 讲解视频 / explainer video / MG 视频。

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Finds, evaluates, fills, submits, and tracks a candidate's own job applications using a verified resume, evidence-based targeting, secure local profile storage, and browser automation. Use for onboarding or migrating a job-search profile, searching active roles, assessing a posting, applying to an authorized URL or batch, recording outcomes, or reviewing application effectiveness.

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Use when a local agent needs to dispatch work to CommonGround, inspect turn or agent state, wait for a turn to close, or resume a suspended turn through the `cg` CLI instead of calling the CG HTTP API directly.

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Runs a long swarm of hundreds to thousands of cheap headless coding workers that drive a large failing-test backlog to green. Failures are clustered by signature, each worker fixes one cluster in its own git worktree, a serial no-regression merge gate lands the fixes, the loop resumes across restarts for hours, and it federates across sibling sessions over git branches when one container's CPU is not enough. Use for "fix these thousands of failing tests with a Haiku swarm", "drive the test suite to green with hundreds of agents", "build this compiler or interpreter against a conformance suite", "launch, relaunch or check in on the swarm loop", "the swarm is stuck, idle or rejecting everything", "parallel agents fixing tests keep hitting merge conflicts and regressions", "add sibling containers to the swarm", or "compare models on the tail the swarm could not fix". Ships the harness, a per-project TOML config, a fake-worker selftest, check-in signals and the 2026-10-12 haiku-cc failure catalogue.

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Chooses how to launch subagents from Claude Code (the Agent tool, a Workflow script, or headless claude -p children) and runs a headless fan-out from one background command. Use for "fan this out to 50 agents", "run these tasks in parallel", "launch subagents for each file", "should I spawn agents or write a workflow", "batch this through Haiku", "run claude -p in parallel", "dispatch a task list without the launches eating my context", or before any launch of more than a handful of subagents, where the launching itself is the cost. Covers the parent-turn cost of each mechanism, concurrency ceilings, what context and tools each child gets, effort control, output contracts, a cost ledger, and resume after interruption.

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Runs a multi-step procedure as a Python DAG, so ordering, branching and retries are enforced by the runner rather than described in prose a model can generate past. Use for "run these steps in order and retry the flaky one until the check passes", "build a pipeline that fetches, validates, then skips the upload when nothing changed", "make sure these steps cannot be skipped", "resume from where it broke instead of redoing the expensive early stages", "run these independent calls at once and merge the results", or any procedure of 3+ steps with branches, input contracts, or side effects that must not block the critical path. Primitives are depends_on, when=, validate=, retry_until=, detached= and journal_path=. Not for a single sequential call, for steps needing reasoning between them that no predicate captures, or for async and distributed work. To audit whether one verification check can actually go red, use gating. To fan work out across many subagents, use a dynamic workflow.

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Trim transcript clutter to extend session lifetime — analyze, prune a copy, or toggle the after-each-turn service. Dry-run by default; gains land at resume/compaction, not the current turn.

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Transform resume bullets into detailed portfolio case studies

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Ensure ATS-friendly formatting and create clean scannable layouts

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Find opportunities to add metrics and estimate numbers when exact data unavailable

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Search for jobs matching my resume and preferences

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Generate STAR stories, practice questions, and talking points from resume

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Create personalized, compelling cover letters from resume and job description

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Balance visual design with ATS compatibility for creative roles

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Use this skill only for scheduled or recurring tasks. Manage jobs with qwenpaw cron list/create/get/state/pause/resume/delete/run, and always pass --agent-id explicitly.

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仅在需要未来定时执行或周期执行任务时，使用本 skill。使用 qwenpaw cron list/create/get/state/pause/resume/delete/run 管理任务，并始终显式传入 --agent-id。

日本語の概要は準備中です。原文の説明を表示しています。