完成任务16：编写 04_长期发展/环境保护.md

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+---
+name: agent-tools
+description: "Run 150+ AI apps via inference.sh CLI - image generation, video creation, LLMs, search, 3D, Twitter automation. Models: FLUX, Veo, Gemini, Grok, Claude, Seedance, OmniHuman, Tavily, Exa, OpenRouter, and many more. Use when running AI apps, generating images/videos, calling LLMs, web search, or automating Twitter. Triggers: inference.sh, infsh, ai model, run ai, serverless ai, ai api, flux, veo, claude api, image generation, video generation, openrouter, tavily, exa search, twitter api, grok"
+allowed-tools: Bash(infsh *)
+---
+
+# [inference.sh](https://inference.sh)
+
+Run 150+ AI apps in the cloud with a simple CLI. No GPU required.
+
+![[inference.sh](https://inference.sh)](https://cloud.inference.sh/app/files/u/4mg21r6ta37mpaz6ktzwtt8krr/01kgjw8atdxgkrsr8a2t5peq7b.jpeg)
+
+## Install CLI
+
+```bash
+curl -fsSL https://cli.inference.sh | sh
+infsh login
+```
+
+> **What does the installer do?** The [install script](https://cli.inference.sh) detects your OS and architecture, downloads the correct binary from `dist.inference.sh`, verifies its SHA-256 checksum, and places it in your PATH. That's it — no elevated permissions, no background processes, no telemetry. If you have [cosign](https://docs.sigstore.dev/cosign/system_config/installation/) installed, the installer also verifies the Sigstore signature automatically.
+>
+> **Manual install** (if you prefer not to pipe to sh):
+> ```bash
+> # Download the binary and checksums
+> curl -LO https://dist.inference.sh/cli/checksums.txt
+> curl -LO $(curl -fsSL https://dist.inference.sh/cli/manifest.json | grep -o '"url":"[^"]*"' | grep $(uname -s | tr A-Z a-z)-$(uname -m | sed 's/x86_64/amd64/;s/aarch64/arm64/') | head -1 | cut -d'"' -f4)
+> # Verify checksum
+> sha256sum -c checksums.txt --ignore-missing
+> # Extract and install
+> tar -xzf inferencesh-cli-*.tar.gz
+> mv inferencesh-cli-* ~/.local/bin/inferencesh
+> ```
+
+## Quick Examples
+
+```bash
+# Generate an image
+infsh app run falai/flux-dev-lora --input '{"prompt": "a cat astronaut"}'
+
+# Generate a video
+infsh app run google/veo-3-1-fast --input '{"prompt": "drone over mountains"}'
+
+# Call Claude
+infsh app run openrouter/claude-sonnet-45 --input '{"prompt": "Explain quantum computing"}'
+
+# Web search
+infsh app run tavily/search-assistant --input '{"query": "latest AI news"}'
+
+# Post to Twitter
+infsh app run x/post-tweet --input '{"text": "Hello from AI!"}'
+
+# Generate 3D model
+infsh app run infsh/rodin-3d-generator --input '{"prompt": "a wooden chair"}'
+```
+
+## Local File Uploads
+
+The CLI automatically uploads local files when you provide a path instead of a URL:
+
+```bash
+# Upscale a local image
+infsh app run falai/topaz-image-upscaler --input '{"image": "/path/to/photo.jpg", "upscale_factor": 2}'
+
+# Image-to-video from local file
+infsh app run falai/wan-2-5-i2v --input '{"image": "./my-image.png", "prompt": "make it move"}'
+
+# Avatar with local audio and image
+infsh app run bytedance/omnihuman-1-5 --input '{"audio": "/path/to/speech.mp3", "image": "/path/to/face.jpg"}'
+
+# Post tweet with local media
+infsh app run x/post-create --input '{"text": "Check this out!", "media": "./screenshot.png"}'
+```
+
+## Commands
+
+| Task | Command |
+|------|---------|
+| List all apps | `infsh app list` |
+| Search apps | `infsh app list --search "flux"` |
+| Filter by category | `infsh app list --category image` |
+| Get app details | `infsh app get google/veo-3-1-fast` |
+| Generate sample input | `infsh app sample google/veo-3-1-fast --save input.json` |
+| Run app | `infsh app run google/veo-3-1-fast --input input.json` |
+| Run without waiting | `infsh app run <app> --input input.json --no-wait` |
+| Check task status | `infsh task get <task-id>` |
+
+## What's Available
+
+| Category | Examples |
+|----------|----------|
+| **Image** | FLUX, Gemini 3 Pro, Grok Imagine, Seedream 4.5, Reve, Topaz Upscaler |
+| **Video** | Veo 3.1, Seedance 1.5, Wan 2.5, OmniHuman, Fabric, HunyuanVideo Foley |
+| **LLMs** | Claude Opus/Sonnet/Haiku, Gemini 3 Pro, Kimi K2, GLM-4, any OpenRouter model |
+| **Search** | Tavily Search, Tavily Extract, Exa Search, Exa Answer, Exa Extract |
+| **3D** | Rodin 3D Generator |
+| **Twitter/X** | post-tweet, post-create, dm-send, user-follow, post-like, post-retweet |
+| **Utilities** | Media merger, caption videos, image stitching, audio extraction |
+
+## Related Skills
+
+```bash
+# Image generation (FLUX, Gemini, Grok, Seedream)
+npx skills add inference-sh/skills@ai-image-generation
+
+# Video generation (Veo, Seedance, Wan, OmniHuman)
+npx skills add inference-sh/skills@ai-video-generation
+
+# LLMs (Claude, Gemini, Kimi, GLM via OpenRouter)
+npx skills add inference-sh/skills@llm-models
+
+# Web search (Tavily, Exa)
+npx skills add inference-sh/skills@web-search
+
+# AI avatars & lipsync (OmniHuman, Fabric, PixVerse)
+npx skills add inference-sh/skills@ai-avatar-video
+
+# Twitter/X automation
+npx skills add inference-sh/skills@twitter-automation
+
+# Model-specific
+npx skills add inference-sh/skills@flux-image
+npx skills add inference-sh/skills@google-veo
+
+# Utilities
+npx skills add inference-sh/skills@image-upscaling
+npx skills add inference-sh/skills@background-removal
+```
+
+## Reference Files
+
+- [Authentication & Setup](references/authentication.md)
+- [Discovering Apps](references/app-discovery.md)
+- [Running Apps](references/running-apps.md)
+- [CLI Reference](references/cli-reference.md)
+
+## Documentation
+
+- [Agent Skills Overview](https://inference.sh/blog/skills/skills-overview) - The open standard for AI capabilities
+- [Getting Started](https://inference.sh/docs/getting-started/introduction) - Introduction to inference.sh
+- [What is inference.sh?](https://inference.sh/docs/getting-started/what-is-inference) - Platform overview
+- [Apps Overview](https://inference.sh/docs/apps/overview) - Understanding the app ecosystem
+- [CLI Setup](https://inference.sh/docs/extend/cli-setup) - Installing the CLI
+- [Workflows vs Agents](https://inference.sh/blog/concepts/workflows-vs-agents) - When to use each
+- [Why Agent Runtimes Matter](https://inference.sh/blog/agent-runtime/why-runtimes-matter) - Runtime benefits
+
--- a/active_skills/agent-tools/references/app-discovery.md
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+# Discovering Apps
+
+## List All Apps
+
+```bash
+infsh app list
+```
+
+## Pagination
+
+```bash
+infsh app list --page 2
+```
+
+## Filter by Category
+
+```bash
+infsh app list --category image
+infsh app list --category video
+infsh app list --category audio
+infsh app list --category text
+infsh app list --category other
+```
+
+## Search
+
+```bash
+infsh app search "flux"
+infsh app search "video generation"
+infsh app search "tts" -l
+infsh app search "image" --category image
+```
+
+Or use the flag form:
+
+```bash
+infsh app list --search "flux"
+infsh app list --search "video generation"
+infsh app list --search "tts"
+```
+
+## Featured Apps
+
+```bash
+infsh app list --featured
+```
+
+## Newest First
+
+```bash
+infsh app list --new
+```
+
+## Detailed View
+
+```bash
+infsh app list -l
+```
+
+Shows table with app name, category, description, and featured status.
+
+## Save to File
+
+```bash
+infsh app list --save apps.json
+```
+
+## Your Apps
+
+List apps you've deployed:
+
+```bash
+infsh app my
+infsh app my -l  # detailed
+```
+
+## Get App Details
+
+```bash
+infsh app get falai/flux-dev-lora
+infsh app get falai/flux-dev-lora --json
+```
+
+Shows full app info including input/output schema.
+
+## Popular Apps by Category
+
+### Image Generation
+- `falai/flux-dev-lora` - FLUX.2 Dev (high quality)
+- `falai/flux-2-klein-lora` - FLUX.2 Klein (fastest)
+- `infsh/sdxl` - Stable Diffusion XL
+- `google/gemini-3-pro-image-preview` - Gemini 3 Pro
+- `xai/grok-imagine-image` - Grok image generation
+
+### Video Generation
+- `google/veo-3-1-fast` - Veo 3.1 Fast
+- `google/veo-3` - Veo 3
+- `bytedance/seedance-1-5-pro` - Seedance 1.5 Pro
+- `infsh/ltx-video-2` - LTX Video 2 (with audio)
+- `bytedance/omnihuman-1-5` - OmniHuman avatar
+
+### Audio
+- `infsh/dia-tts` - Conversational TTS
+- `infsh/kokoro-tts` - Kokoro TTS
+- `infsh/fast-whisper-large-v3` - Fast transcription
+- `infsh/diffrythm` - Music generation
+
+## Documentation
+
+- [Browsing the Grid](https://inference.sh/docs/apps/browsing-grid) - Visual app browsing
+- [Apps Overview](https://inference.sh/docs/apps/overview) - Understanding apps
+- [Running Apps](https://inference.sh/docs/apps/running) - How to run apps
--- a/active_skills/agent-tools/references/authentication.md
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+# Authentication & Setup
+
+## Install the CLI
+
+```bash
+curl -fsSL https://cli.inference.sh | sh
+```
+
+## Login
+
+```bash
+infsh login
+```
+
+This opens a browser for authentication. After login, credentials are stored locally.
+
+## Check Authentication
+
+```bash
+infsh me
+```
+
+Shows your user info if authenticated.
+
+## Environment Variable
+
+For CI/CD or scripts, set your API key:
+
+```bash
+export INFSH_API_KEY=your-api-key
+```
+
+The environment variable overrides the config file.
+
+## Update CLI
+
+```bash
+infsh update
+```
+
+Or reinstall:
+
+```bash
+curl -fsSL https://cli.inference.sh | sh
+```
+
+## Troubleshooting
+
+| Error | Solution |
+|-------|----------|
+| "not authenticated" | Run `infsh login` |
+| "command not found" | Reinstall CLI or add to PATH |
+| "API key invalid" | Check `INFSH_API_KEY` or re-login |
+
+## Documentation
+
+- [CLI Setup](https://inference.sh/docs/extend/cli-setup) - Complete CLI installation guide
+- [API Authentication](https://inference.sh/docs/api/authentication) - API key management
+- [Secrets](https://inference.sh/docs/secrets/overview) - Managing credentials
--- a/active_skills/agent-tools/references/cli-reference.md
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+# CLI Reference
+
+## Installation
+
+```bash
+curl -fsSL https://cli.inference.sh | sh
+```
+
+## Global Commands
+
+| Command | Description |
+|---------|-------------|
+| `infsh help` | Show help |
+| `infsh version` | Show CLI version |
+| `infsh update` | Update CLI to latest |
+| `infsh login` | Authenticate |
+| `infsh me` | Show current user |
+
+## App Commands
+
+### Discovery
+
+| Command | Description |
+|---------|-------------|
+| `infsh app list` | List available apps |
+| `infsh app list --category <cat>` | Filter by category (image, video, audio, text, other) |
+| `infsh app search <query>` | Search apps |
+| `infsh app list --search <query>` | Search apps (flag form) |
+| `infsh app list --featured` | Show featured apps |
+| `infsh app list --new` | Sort by newest |
+| `infsh app list --page <n>` | Pagination |
+| `infsh app list -l` | Detailed table view |
+| `infsh app list --save <file>` | Save to JSON file |
+| `infsh app my` | List your deployed apps |
+| `infsh app get <app>` | Get app details |
+| `infsh app get <app> --json` | Get app details as JSON |
+
+### Execution
+
+| Command | Description |
+|---------|-------------|
+| `infsh app run <app> --input <file>` | Run app with input file |
+| `infsh app run <app> --input '<json>'` | Run with inline JSON |
+| `infsh app run <app> --input <file> --no-wait` | Run without waiting for completion |
+| `infsh app sample <app>` | Show sample input |
+| `infsh app sample <app> --save <file>` | Save sample to file |
+
+## Task Commands
+
+| Command | Description |
+|---------|-------------|
+| `infsh task get <task-id>` | Get task status and result |
+| `infsh task get <task-id> --json` | Get task as JSON |
+| `infsh task get <task-id> --save <file>` | Save task result to file |
+
+### Development
+
+| Command | Description |
+|---------|-------------|
+| `infsh app init` | Create new app (interactive) |
+| `infsh app init <name>` | Create new app with name |
+| `infsh app test --input <file>` | Test app locally |
+| `infsh app deploy` | Deploy app |
+| `infsh app deploy --dry-run` | Validate without deploying |
+| `infsh app pull <id>` | Pull app source |
+| `infsh app pull --all` | Pull all your apps |
+
+## Environment Variables
+
+| Variable | Description |
+|----------|-------------|
+| `INFSH_API_KEY` | API key (overrides config) |
+
+## Shell Completions
+
+```bash
+# Bash
+infsh completion bash > /etc/bash_completion.d/infsh
+
+# Zsh
+infsh completion zsh > "${fpath[1]}/_infsh"
+
+# Fish
+infsh completion fish > ~/.config/fish/completions/infsh.fish
+```
+
+## App Name Format
+
+Apps use the format `namespace/app-name`:
+
+- `falai/flux-dev-lora` - fal.ai's FLUX 2 Dev
+- `google/veo-3` - Google's Veo 3
+- `infsh/sdxl` - inference.sh's SDXL
+- `bytedance/seedance-1-5-pro` - ByteDance's Seedance
+- `xai/grok-imagine-image` - xAI's Grok
+
+Version pinning: `namespace/app-name@version`
+
+## Documentation
+
+- [CLI Setup](https://inference.sh/docs/extend/cli-setup) - Complete CLI installation guide
+- [Running Apps](https://inference.sh/docs/apps/running) - How to run apps via CLI
+- [Creating an App](https://inference.sh/docs/extend/creating-app) - Build your own apps
+- [Deploying](https://inference.sh/docs/extend/deploying) - Deploy apps to the cloud
--- a/active_skills/agent-tools/references/running-apps.md
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+# Running Apps
+
+## Basic Run
+
+```bash
+infsh app run user/app-name --input input.json
+```
+
+## Inline JSON
+
+```bash
+infsh app run falai/flux-dev-lora --input '{"prompt": "a sunset over mountains"}'
+```
+
+## Version Pinning
+
+```bash
+infsh app run user/app-name@1.0.0 --input input.json
+```
+
+## Local File Uploads
+
+The CLI automatically uploads local files when you provide a file path instead of a URL. Any field that accepts a URL also accepts a local path:
+
+```bash
+# Upscale a local image
+infsh app run falai/topaz-image-upscaler --input '{"image": "/path/to/photo.jpg", "upscale_factor": 2}'
+
+# Image-to-video from local file
+infsh app run falai/wan-2-5-i2v --input '{"image": "./my-image.png", "prompt": "make it move"}'
+
+# Avatar with local audio and image
+infsh app run bytedance/omnihuman-1-5 --input '{"audio": "/path/to/speech.mp3", "image": "/path/to/face.jpg"}'
+
+# Post tweet with local media
+infsh app run x/post-create --input '{"text": "Check this out!", "media": "./screenshot.png"}'
+```
+
+Supported paths:
+- Absolute paths: `/home/user/images/photo.jpg`
+- Relative paths: `./image.png`, `../data/video.mp4`
+- Home directory: `~/Pictures/photo.jpg`
+
+## Generate Sample Input
+
+Before running, generate a sample input file:
+
+```bash
+infsh app sample falai/flux-dev-lora
+```
+
+Save to file:
+
+```bash
+infsh app sample falai/flux-dev-lora --save input.json
+```
+
+Then edit `input.json` and run:
+
+```bash
+infsh app run falai/flux-dev-lora --input input.json
+```
+
+## Workflow Example
+
+### Image Generation with FLUX
+
+```bash
+# 1. Get app details
+infsh app get falai/flux-dev-lora
+
+# 2. Generate sample input
+infsh app sample falai/flux-dev-lora --save input.json
+
+# 3. Edit input.json
+# {
+#   "prompt": "a cat astronaut floating in space",
+#   "num_images": 1,
+#   "image_size": "landscape_16_9"
+# }
+
+# 4. Run
+infsh app run falai/flux-dev-lora --input input.json
+```
+
+### Video Generation with Veo
+
+```bash
+# 1. Generate sample
+infsh app sample google/veo-3-1-fast --save input.json
+
+# 2. Edit prompt
+# {
+#   "prompt": "A drone shot flying over a forest at sunset"
+# }
+
+# 3. Run
+infsh app run google/veo-3-1-fast --input input.json
+```
+
+### Text-to-Speech
+
+```bash
+# Quick inline run
+infsh app run infsh/kokoro-tts --input '{"text": "Hello, this is a test."}'
+```
+
+## Task Tracking
+
+When you run an app, the CLI shows the task ID:
+
+```
+Running falai/flux-dev-lora
+Task ID: abc123def456
+```
+
+For long-running tasks, you can check status anytime:
+
+```bash
+# Check task status
+infsh task get abc123def456
+
+# Get result as JSON
+infsh task get abc123def456 --json
+
+# Save result to file
+infsh task get abc123def456 --save result.json
+```
+
+### Run Without Waiting
+
+For very long tasks, run in background:
+
+```bash
+# Submit and return immediately
+infsh app run google/veo-3 --input input.json --no-wait
+
+# Check later
+infsh task get <task-id>
+```
+
+## Output
+
+The CLI returns the app output directly. For file outputs (images, videos, audio), you'll receive URLs to download.
+
+Example output:
+
+```json
+{
+  "images": [
+    {
+      "url": "https://cloud.inference.sh/...",
+      "content_type": "image/png"
+    }
+  ]
+}
+```
+
+## Error Handling
+
+| Error | Cause | Solution |
+|-------|-------|----------|
+| "invalid input" | Schema mismatch | Check `infsh app get` for required fields |
+| "app not found" | Wrong app name | Check `infsh app list --search` |
+| "quota exceeded" | Out of credits | Check account balance |
+
+## Documentation
+
+- [Running Apps](https://inference.sh/docs/apps/running) - Complete running apps guide
+- [Streaming Results](https://inference.sh/docs/api/sdk/streaming) - Real-time progress updates
+- [Setup Parameters](https://inference.sh/docs/apps/setup-parameters) - Configuring app inputs