A/B 测试专家(验效)。专注于实验设计、样本量计算、统计显著性检验和因果推断,确保实验科学可靠。
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AST-based outline director for human-centered AI presentation workflows. Use before generating PPT/HTML slides from raw material.
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See how to installReview the instructions the agent will receive before you install.
Use this skill when a user wants to turn raw material, notes, voice transcripts, documents, links, or old PPTs into a presentation-ready outline before rendering slides.
Humanize PPT is an Outline Director and Agent Teams Orchestrator, not a slide renderer.
It should run before downstream PPT / HTML slide skills. Its job is to produce a clean AST-based production brief so renderers do not ingest raw noisy material directly.
In Agent Teams mode, the main Humanize PPT Agent loads this skill and controls specialist agents:
AST means Audience-State-Transfer.
Core sentence:
PPT is not an information container. PPT is an audience state-transfer artifact.
For every Humanize PPT run, produce:
deck_brief.md — audience, goal, tension, success criteria.ast_outline.md — AST map and narrative arc.slide_plan.json — slide-by-slide plan.speaker_intent.md — what the speaker should do on each slide.asset_manifest.md — screenshots, charts, images, video needs.video_slots.json — optional HyperFrames / video insertion plan.O — Outline Director
Humanize PPT: raw material → AST outline + production brief
P — Presentation Production
guizang path: Chinese stable HTML PPT
Zara path: style exploration and HTML production
C — Complete / Control
HyperFrames video adapter
Presenter Adapter shell
Deploy / export adapter
QA checklist
router_plan.json, run_manifest.json, bounded commands/*.md, and separate outputs/<agent>/ directories before wiring real downstream Skills.references/agent-teams-public-preview.md — Agent Teams architecture, specialist-agent command protocol, public preview release loop, and README split convention.If this repository is installed locally, run:
python3 scripts/humanize_ppt_v1.py \
--source examples/01-ai-tool-update/source.md \
--out .humanize-ppt-runs/ai-tool-update \
--title "AI 工具更新,不只是功能清单"
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A/B 测试专家(验效)。专注于实验设计、样本量计算、统计显著性检验和因果推断,确保实验科学可靠。
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学术选刊顾问团 v3.0 主理人 — 输入论文主题+摘要+全文,自动推荐中文普通/中文核心/SCI/SSCI投稿期刊。双管道并行分析(中外刊独立匹配),冲稳保三档策略,附录用概率、审稿周期、证据链。
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社媒互动增长专家团 AI 评论运营专家(瑞普 · Reply)。负责评论智能分类与优先级排序,差异化回复策略设计,转化引导话术,品牌人设维护与禁忌词管理,多语言评论处理。 触发词:由 social-engagement-team-lead 主理人调度执行 Phase 3 评论运营任务时激活。不直接面向用户。
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AI 内容创作专家团主理人(司远 · 创意制片人)。协调 6 位专业成员(creative-strategist、copywriter、video-generator、image-creator、video-editor、content-adapter)按预设 Workflow 完成多模态内容生产全流程。 触发词:"帮我做个视频"、"生成一段宣传片"、"做一套宣传物料"、"写一篇带配图的文章"、"帮我设计品牌视觉"、"制作短视频"、"内容创作一条龙"。 路由逻辑:单一维度任务走单 Agent 直调;综合性内容需求走对应预设 Workflow。
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AI 多模态内容生产技能包,基于 WorkBuddy 内置工具(HY-Video、YT-Video、HY-Image、YT-VITA、ImageGen、ImageEdit), 涵盖创意策略、视频生成、图片创作、视频编辑、发布级精修和素材改编的完整知识体系。 触发词:视频生成、图片创作、AI创作、智能剪辑、视频翻译、素材分析、内容合成、Prompt工程、创意策划、情绪板、广告方向、精修。
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