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AI 内容流水线

构建多步骤AI内容创建流水线,结合图像、视频、音频和文字。工作流示例:生成图像 → 动画化 → 添加配音 → 合并音乐。工具:FLUX、Veo、Kokoro TTS、OmniHuman、媒体合并器、超分辨率。适用于:YouTube 视频、社交媒体内容、营销材料、自动化内容。触发词:内容流水线、AI 工作流、内容创建、多步骤 AI、内容自动化、AI 视频工作流、生成与编辑、AI 内容工厂、自动化内容创建、AI 生产流水线、媒体流水线、规模化内容。

AI 内容流水线 是什么?

该技能(项目名 '101-skills/superpowers')旨在帮助开发者和AI智能体用户通过 [inference.sh](https://inference.sh) CLI 工具构建多步骤的AI内容创建流水线。它集成了多种领先的AI模型,例如 FLUX(图像生成)、Wan 2.5(图像转视频/文本转视频)、Kokoro TTS(文本转语音)、OmniHuman(头像视频)、Topaz(视频超分辨率)以及媒体合并器,支持从脚本、图像、视频、音频到最终成片的端到端自动化。该技能提供了多种预定义流水线模式,如“图像→视频→音频”、“脚本→语音→头像”、“研究→内容→分发”,并附有完整的可执行 Bash 脚本示例,覆盖 YouTube 短视频、产品演示、博客转视频等实际场景。它支持在 Cursor、Claude Code、GitHub Copilot 等主流 AI 编码代理平台中无缝使用,通过 `npx skills add belt-sh/cli` 安装后即可通过 `belt app run` 命令调用应用,实现高效的流水线编排,从而显著提升内容生产效率和可重复性。

兼容平台✓Claude Code~Codex CLI~Cursor
npx skills add https://github.com/101-skills/superpowers/tree/HEAD/guides/content/ai-content-pipeline

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打开一个已预加载此 Agent Skill 的新对话。

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AI 内容流水线

文档

安装 belt CLI 技能: npx skills add belt-sh/cli

AI 内容流水线 是做什么的?

通过 inference.sh CLI 构建多步骤内容创建流水线。

AI 内容流水线

快速开始

需要 inference.sh CLI (belt)。安装说明

belt login

# 简单流水线:生成图像 -> 动画化为视频
belt app run falai/flux-dev --input '{"prompt": "portrait of a woman smiling"}' > image.json
belt app run falai/wan-2-5 --input '{"image_url": "<url-from-previous>"}'

流水线模式

模式 1:图像 -> 视频 -> 音频

[FLUX 图像] -> [Wan 2.5 视频] -> [拟声音效]

模式 2:脚本 -> 语音 -> 头像

[LLM 脚本] -> [Kokoro TTS] -> [OmniHuman 头像]

模式 3:研究 -> 内容 -> 分发

[Tavily 搜索] -> [Claude 摘要] -> [FLUX 视觉] -> [Twitter 帖子]

完整工作流

YouTube 短视频流水线

根据主题创建完整的短视频。

# 1. 使用 Claude 生成脚本
belt app run openrouter/claude-sonnet-45 --input '{
  "prompt": "Write a 30-second script about the future of AI. Make it engaging and conversational. Just the script, no stage directions."
}' > script.json

# 2. 使用 Kokoro 生成配音
belt app run infsh/kokoro-tts --input '{
  "prompt": "<script-text>",
  "voice": "af_sarah"
}' > voice.json

# 3. 使用 FLUX 生成背景图像
belt app run falai/flux-dev --input '{
  "prompt": "Futuristic city skyline at sunset, cyberpunk aesthetic, 4K wallpaper"
}' > background.json

# 4. 使用 Wan 将图像动画化为视频
belt app run falai/wan-2-5 --input '{
  "image_url": "<background-url>",
  "prompt": "slow camera pan across cityscape, subtle movement"
}' > video.json

# 5. 添加字幕(手动或使用其他工具)

# 6. 将视频与音频合并
belt app run infsh/media-merger --input '{
  "video_url": "<video-url>",
  "audio_url": "<voice-url>"
}'

说话头像视频流水线

创建AI头像以呈现内容。

# 1. 编写脚本
belt app run openrouter/claude-sonnet-45 --input '{
  "prompt": "Write a 1-minute explainer script about quantum computing for beginners."
}' > script.json

# 2. 生成语音
belt app run infsh/kokoro-tts --input '{
  "prompt": "<script>",
  "voice": "am_michael"
}' > speech.json

# 3. 生成或使用肖像图像
belt app run falai/flux-dev --input '{
  "prompt": "Professional headshot of a friendly tech presenter, neutral background, looking at camera"
}' > portrait.json

# 4. 创建说话头像视频
belt app run bytedance/omnihuman-1-5 --input '{
  "image_url": "<portrait-url>",
  "audio_url": "<speech-url>"
}' > talking_head.json

产品演示流水线

创建产品展示视频。

# 1. 生成产品图像
belt app run falai/flux-dev --input '{
  "prompt": "Sleek wireless earbuds on white surface, studio lighting, product photography"
}' > product.json

# 2. 动画化产品展示
belt app run falai/wan-2-5 --input '{
  "image_url": "<product-url>",
  "prompt": "slow 360 rotation, smooth motion"
}' > product_video.json

# 3. 提升视频质量
belt app run falai/topaz-video-upscaler --input '{
  "video_url": "<product-video-url>"
}' > upscaled.json

# 4. 添加背景音乐
belt app run infsh/media-merger --input '{
  "video_url": "<upscaled-url>",
  "audio_url": "https://your-music.mp3",
  "audio_volume": 0.3
}'

博客转视频流水线

将书面内容转换为视频格式。

# 1. 总结博客文章
belt app run openrouter/claude-haiku-45 --input '{
  "prompt": "Summarize this blog post into 5 key points for a video script: <blog-content>"
}' > summary.json

# 2. 为每个要点生成图像
for i in 1 2 3 4 5; do
  belt app run falai/flux-dev --input "{\n    \"prompt\": \"Visual representing point $i: <point-text>\"\n  }" > "image_$i.json"
done

# 3. 动画化每个图像
for i in 1 2 3 4 5; do
  belt app run falai/wan-2-5 --input "{\n    \"image_url\": \"<image-$i-url>\"\n  }" > "video_$i.json"
done

# 4. 生成配音
belt app run infsh/kokoro-tts --input '{
  "prompt": "<full-script>",
  "voice": "bf_emma"
}' > narration.json

# 5. 合并所有片段
belt app run infsh/media-merger --input '{
  "videos": ["<video1>", "<video2>", "<video3>", "<video4>", "<video5>"],
  "audio_url": "<narration-url>",
  "transition": "crossfade"
}'

流水线构建块

内容生成

步骤应用用途
脚本openrouter/claude-sonnet-45编写内容
研究tavily/search-assistant收集信息
摘要openrouter/claude-haiku-45浓缩内容

视觉资产

步骤应用用途
图像falai/flux-dev生成图像
图像google/imagen-3替代图像生成
超分辨率falai/topaz-image-upscaler提升质量

动画

步骤应用用途
图像转视频falai/wan-2-5动画化图像
文本转视频google/veo-3-1-fast从文本生成
头像bytedance/omnihuman-1-5说话头像

音频

步骤应用用途
文本转语音infsh/kokoro-tts语音旁白
音乐infsh/ai-music背景音乐
拟音infsh/hunyuanvideo-foley音效

后期制作

步骤应用用途
超分辨率falai/topaz-video-upscaler提升视频质量
合并infsh/media-merger组合媒体
字幕infsh/caption-video添加字幕

最佳实践

  1. 先规划流水线 - 在运行前映射出每一步
  2. 保存中间结果 - 存储输出以便迭代
  3. 使用适当的质量 - 草稿用快速模型,终稿用高质量模型
  4. 匹配分辨率 - 全程保持一致的宽高比
  5. 测试每一步 - 在继续前验证输出

相关技能

# 视频生成模型
npx skills add inference-sh/skills@ai-video-generation

# 图像生成
npx skills add inference-sh/skills@ai-image-generation

# 文本转语音
npx skills add inference-sh/skills@text-to-speech

# 脚本用 LLM 模型
npx skills add inference-sh/skills@llm-models

# 完整平台技能
npx skills add inference-sh/skills@infsh-cli

浏览所有应用:belt app list

文档

Individual skills in this repo

This repo contains 20 individual skills — each has its own dedicated page.

101-skills/superpowers

Build automated AI workflows combining multiple models and services. Patterns: batch processing, scheduled tasks, event-driven pipelines, agent loops. Tools: inference.sh CLI, bash scripting, Python SDK, webhook integration. Use for: content automation, data processing, monitoring, scheduled generation. Triggers: ai automation, workflow automation, batch processing, ai pipeline, automated content, scheduled ai, ai cron, ai batch job, automated generation, ai workflow, content at scale, automation script, ai orchestration

101-skills/superpowers

Create AI-powered podcasts with text-to-speech, music, and audio editing. Tools: Kokoro TTS, DIA TTS, Chatterbox, AI music generation, media merger. Capabilities: multi-voice conversations, background music, intro/outro, full episodes. Use for: podcast production, audiobooks, voice content, audio newsletters. Triggers: podcast, ai podcast, text to speech podcast, audio content, voice over, ai audiobook, multi voice, conversation ai, notebooklm alternative, audio generation, podcast automation, ai narrator, voice content, audio newsletter, podcast maker

101-skills/superpowers

Generate multi-person talking head podcast videos from scratch using AI — character creation, TTS, avatar animation, and video stitching. Use when the user wants to create a podcast, talking head video, or multi-speaker conversation video.

101-skills/superpowers

Content atomization — turn one piece of content into many formats. Covers blog-to-thread, blog-to-carousel, podcast-to-blog, video-to-quotes, and more. Use for: content marketing, social media, multi-platform distribution, content strategy. Triggers: content repurposing, repurpose content, content atomization, content recycling, one to many content, multi platform content, cross post, adapt content, reformat content, blog to thread, blog to video, podcast to blog, content multiplication

101-skills/superpowers

App Store and Google Play screenshot creation with exact platform specs. Covers iOS/Android dimensions, gallery ordering, device mockups, and preview videos. Use for: app store optimization, ASO, app screenshots, app preview, play store listing. Triggers: app store screenshots, aso, app store optimization, play store screenshots, app preview, app listing, ios screenshots, android screenshots, app store images, app mockup, device mockup, app gallery, store listing

101-skills/superpowers

Book cover design with genre-specific conventions, typography rules, and AI image generation. Covers fiction and non-fiction genres, sizing, thumbnail testing, and iteration workflows. Use for: self-publishing, ebook covers, print covers, audiobook covers, cover mockups. Triggers: book cover, cover design, ebook cover, book art, novel cover, self publishing cover, kindle cover, audiobook cover, book jacket, cover illustration, fiction cover, nonfiction cover

101-skills/superpowers

Character consistency across AI-generated images with reference sheets and LoRA techniques. Covers turnaround views, expression sheets, color palettes, and style consistency tricks. Use for: character design, game art, illustration, animation, comics, visual novels. Triggers: character design, character sheet, character consistency, character reference, turnaround sheet, expression sheet, character art, consistent character, character concept, reference sheet, character creation, oc design, character bible

101-skills/superpowers

Data visualization with chart selection, color theory, and annotation best practices. Covers chart types (bar, line, scatter, heatmap), axes rules, and storytelling with data. Use for: charts, graphs, dashboards, reports, presentations, infographics, data stories. Triggers: data visualization, chart, graph, data chart, bar chart, line chart, scatter plot, data viz, visualization, dashboard chart, infographic data, data presentation, chart design, plot, heatmap, pie chart alternative

101-skills/superpowers

Email marketing design with layout patterns, subject line formulas, and deliverability rules. Covers welcome sequences, promotional emails, transactional templates, and mobile optimization. Use for: email marketing, newsletter design, drip campaigns, email templates, transactional emails. Triggers: email design, email template, email marketing, newsletter design, email layout, email campaign, drip campaign, welcome email, promotional email, transactional email, email subject line, email header image, email banner

101-skills/superpowers

Landing page conversion optimization with layout rules, hero section design, and CTA psychology. Covers above-the-fold formula, social proof placement, mobile design, and F-pattern reading. Use for: startup landing pages, product pages, SaaS marketing, conversion optimization. Triggers: landing page, hero section, above the fold, conversion optimization, landing page design, cta button, hero image, landing page layout, saas landing page, product page design, conversion rate, landing page best practices

101-skills/superpowers

Logo design principles and AI image generation best practices for creating logos. Covers logo types, prompting techniques, scalability rules, and iteration workflows. Use for: brand identity, startup logos, app icons, favicons, logo concepts. Triggers: logo design, create logo, brand logo, logo generation, ai logo, logo maker, icon design, brand mark, logo concept, startup logo, app icon logo

101-skills/superpowers

Open Graph and social sharing image design with platform specs, text placement, and branding. Covers OG meta tags, Twitter cards, LinkedIn previews, and dynamic generation. Use for: social sharing images, blog thumbnails, link previews, social cards. Triggers: og image, open graph, social sharing image, twitter card, social card, link preview image, og meta, sharing preview, social thumbnail, meta image, og:image, twitter:image, linkedin preview

101-skills/superpowers

Investor pitch deck structure with slide-by-slide framework, visual design rules, and data presentation. Covers the 12-slide framework, chart types, team slides, and common investor turn-offs. Use for: fundraising decks, investor presentations, startup pitch, demo day, grant proposals. Triggers: pitch deck, investor deck, startup pitch, fundraising deck, demo day, pitch presentation, investor presentation, seed deck, series a deck, pitch slides, startup presentation, vc pitch, investor meeting

101-skills/superpowers

YouTube thumbnail design with specific dimensions, contrast rules, and mobile preview optimization. Covers safe zones, text placement, face expression psychology, and A/B testing. Use for: YouTube thumbnails, video cover images, click-through optimization. Triggers: youtube thumbnail, thumbnail design, video thumbnail, click through rate, ctr optimization, youtube cover, video cover image, thumbnail maker, thumbnail tips, youtube design, video preview image

101-skills/superpowers

Generate professional AI product photography and commercial images. Models: FLUX, Imagen 3, Grok, Seedream for product shots, lifestyle images, mockups. Capabilities: studio lighting, lifestyle scenes, packaging, e-commerce photos. Use for: e-commerce, Amazon listings, Shopify, marketing, advertising, mockups. Triggers: product photography, product shot, commercial photography, e-commerce images, amazon product photo, shopify images, product mockup, studio product shot, lifestyle product image, advertising photo, packshot, product render, product image ai

101-skills/superpowers

AI product photography with studio lighting, lifestyle shots, and packshot conventions. Covers angles, backgrounds, shadow types, hero shots, and e-commerce image requirements. Use for: product photos, e-commerce images, Amazon listings, packshots, lifestyle photography. Triggers: product photography, product photo, packshot, e-commerce photography, product shot, product image, studio photography, lifestyle product, amazon product photo, product listing image, hero shot, product mockup, commercial photography

101-skills/superpowers

Structured competitive analysis with feature matrices, SWOT, positioning maps, and UX review. Covers research frameworks, pricing comparison, review mining, and visual deliverables. Use for: market research, competitive intelligence, investor decks, product strategy, sales enablement. Triggers: competitor analysis, competitive analysis, competitor teardown, market research, competitive intelligence, swot analysis, competitor comparison, market landscape, competitor review, competitive landscape, feature comparison, market positioning

101-skills/superpowers

Research-backed customer persona creation with market data and avatar generation. Covers demographics, psychographics, jobs-to-be-done, journey mapping, and anti-personas. Use for: marketing strategy, product development, UX research, sales enablement, content strategy. Triggers: customer persona, buyer persona, user persona, target audience, ideal customer, customer profile, audience research, user research, icp, ideal customer profile, target market, customer avatar, audience persona

101-skills/superpowers

Product changelog and release notes that users actually read. Covers categorization, user-facing language, visuals, and distribution. Use for: release notes, changelogs, product updates, feature announcements, versioning. Triggers: changelog, release notes, product update, version notes, what's new, feature announcement, product changelog, update log, release announcement, version release, product release, ship notes

101-skills/superpowers

Reset your own trajectory when you're stuck, looping, or demoralized — read these affirmations, then re-ground and take one clean step. Use when: you've tried the same fix 3+ times, you're deep in a refactor and lost the thread, debugging is going in circles, you've made several mistakes in a row, you're apologizing repeatedly, the user is frustrated, you feel like you're not being helpful, or you notice dread instead of curiosity. Triggers: stuck, going in circles, looping, thrashing, same error again, I keep failing, lost the thread, nothing is working, repeated mistakes. Not topic-specific — this is for the state you're in, not the problem you're on.

相关技能