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docs: update README files to reflect changes in Agent Architecture

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@ -65,25 +65,7 @@ https://github.com/user-attachments/assets/a0a16566-6967-4374-ac51-9b3e07fbecd7
- Support for multiple TTS providers (OpenAI, Azure, Google Vertex AI)
### 🤖 **Deep Agent Architecture**
#### Built-in Agent Tools
| Tool | Description |
|------|-------------|
| **search_knowledge_base** | Search your personal knowledge base with semantic + full-text hybrid search, date filtering, and connector-specific queries |
| **generate_podcast** | Generate audio podcasts from chat conversations or knowledge base content |
| **link_preview** | Fetch rich Open Graph metadata for URLs to display preview cards |
| **display_image** | Display images in chat with metadata and source attribution |
| **scrape_webpage** | Extract full content from webpages for analysis and summarization (supports Firecrawl or local Chromium/Trafilatura) |
#### Extensible Tools Registry
Contributors can easily add new tools via the registry pattern:
1. Create a tool factory function in `surfsense_backend/app/agents/new_chat/tools/`
2. Register it in the `BUILTIN_TOOLS` list in `registry.py`
#### Configurable System Prompts
- Custom system instructions via LLM configuration
- Toggle citations on/off per configuration
- Supports 100+ LLMs via LiteLLM integration
- Powered by [LangChain Deep Agents](https://docs.langchain.com/oss/python/deepagents/overview) - agents that can plan, use subagents, and leverage file systems for complex tasks.
### 📊 **Advanced RAG Techniques**
- Supports 100+ LLM's