readme update

Author: victordibia

README.md

@@ -43,7 +43,7 @@ The book is organized across 4 parts, taking you from theory to production:
 | **Ch 5** | Computer Use Agents                   | [`agents/_computer_use/`](picoagents/src/picoagents/agents/_computer_use/), [`computer_use.py`](examples/agents/computer_use.py)                                                                                                                                                                                                                                                                                                        | Build browser automation agents with multimodal reasoning                                 |
 | **Ch 6** | Building Multi-Agent Workflows        | [`workflow/`](picoagents/src/picoagents/workflow/), [`workflows/`](examples/workflows/)                                                                                                                                                                                                                                                                                                                                                 | Build type-safe workflows with streaming observability                                    |
 | **Ch 7** | Autonomous Multi-Agent Orchestration  | [`orchestration/`](picoagents/src/picoagents/orchestration/), [`round-robin.py`](examples/orchestration/round-robin.py), [`ai-driven.py`](examples/orchestration/ai-driven.py), [`plan-based.py`](examples/orchestration/plan-based.py)                                                                                                                                                                                                 | Implement GroupChat, LLM-driven, and plan-based orchestration (Magentic One patterns)     |
-| **Ch 8** | Building Modern Agent UX Applications | [`webui/`](picoagents/src/picoagents/webui/), CLI tools                                                                                                                                                                                                                                                                                                                                                                                 | Build interactive agent applications with web UI, auto-discovery, and real-time streaming |
+| **Ch 8** | Building Modern Agent UX Applications | [`app/`](examples/app/) (minimal FastAPI+SSE example), [`webui/`](picoagents/src/picoagents/webui/) (production React UI)                                                                                                                                                                                                                                                                                                                                                                 | Build interactive agent applications with web UI, auto-discovery, and real-time streaming |
 | **Ch 9** | Multi-Agent Frameworks                | -                                                                                                                                                                                                                                                                                                                                                                                                                                       | Evaluate and choose the right multi-agent framework                                       |
 
 ### Part III: Evaluating and Optimizing Multi-Agent Systems