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docs: fix broken documentation links in README #341

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16 changes: 8 additions & 8 deletions README.md
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Expand Up @@ -246,9 +246,9 @@ UFO² serves dual roles: **standalone Windows automation** and **Galaxy device a
|---------|-------------|---------------|
| **Deep OS Integration** | Windows UIA, Win32, WinCOM native control | [Learn More](https://microsoft.github.io/UFO) |
| **Hybrid Actions** | GUI clicks + API calls for optimal performance | [Learn More](https://microsoft.github.io/UFO/automator/overview) |
| **Speculative Multi-Action** | Batch predictions → **51% fewer LLM calls** | [Learn More](https://microsoft.github.io/UFO/advanced_usage/multi_action) |
| **Visual + UIA Detection** | Hybrid control detection for robustness | [Learn More](https://microsoft.github.io/UFO/advanced_usage/control_detection/hybrid_detection) |
| **Knowledge Substrate** | RAG with docs, demos, execution traces | [Learn More](https://microsoft.github.io/UFO/advanced_usage/reinforce_appagent/overview/) |
| **Speculative Multi-Action** | Batch predictions → **51% fewer LLM calls** | [Learn More](https://microsoft.github.io/UFO/ufo2/core_features/multi_action/) |
| **Visual + UIA Detection** | Hybrid control detection for robustness | [Learn More](https://microsoft.github.io/UFO/ufo2/core_features/control_detection/hybrid_detection/) |
| **Knowledge Substrate** | RAG with docs, demos, execution traces | [Learn More](https://microsoft.github.io/UFO/tutorials/creating_app_agent/overview/) |
| **Device Agent Role** | Can serve as Windows executor in Galaxy orchestration | [Learn More](./galaxy/README.md) |

</div>
Expand Down Expand Up @@ -324,7 +324,7 @@ python -m ufo --task <task_name>
**📖 Complete Guide:**
- [UFO² README](./ufo/README.md) – Full documentation
- [Configuration Guide](./ufo/README.md#️-step-2-configure-the-llms) – LLM setup
- [Advanced Features](https://microsoft.github.io/UFO/advanced_usage/overview/) – Multi-action, RAG
- [Advanced Features](https://microsoft.github.io/UFO/ufo2/overview/) – Multi-action, RAG

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Expand Down Expand Up @@ -384,7 +384,7 @@ API_DEPLOYMENT_ID: "your-deployment-id"

</details>

> 💡 **More LLM Options:** See [Model Configuration Guide](https://microsoft.github.io/UFO/supported_models/overview/) for Qwen, Gemini, Claude, and more.
> 💡 **More LLM Options:** See [Model Configuration Guide](https://microsoft.github.io/UFO/configuration/models/overview/) for Qwen, Gemini, Claude, and more.

---

Expand Down Expand Up @@ -420,14 +420,14 @@ API_DEPLOYMENT_ID: "your-deployment-id"
- **[Installation](./ufo/README.md#️-step-1-installation)** – Setup & dependencies
- **[Configuration](./ufo/README.md#️-step-2-configure-the-llms)** – LLM & RAG setup
- **[Usage Guide](./ufo/README.md#-step-4-start-ufo)** – Running UFO²
- **[Advanced Features](https://microsoft.github.io/UFO/advanced_usage/overview/)** – Multi-action, RAG, etc.
- **[Advanced Features](https://microsoft.github.io/UFO/ufo2/overview/)** – Multi-action, RAG, etc.
- **[Automator Guide](https://microsoft.github.io/UFO/automator/overview)** – Hybrid GUI + API
- **[Benchmarks](./ufo/README.md#-evaluation)** – WAA & OSWorld results

**📖 Online Docs:**
- [Complete Documentation](https://microsoft.github.io/UFO/)
- [Model Support](https://microsoft.github.io/UFO/supported_models/overview/)
- [RAG Configuration](https://microsoft.github.io/UFO/advanced_usage/reinforce_appagent/overview/)
- [Model Support](https://microsoft.github.io/UFO/configuration/models/overview/)
- [RAG Configuration](https://microsoft.github.io/UFO/tutorials/creating_app_agent/overview/)

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