Updated README and did a little bit of cleanup

README.md

@@ -23,7 +23,7 @@ agent_media/
 └── infrastructure/ # External services & persistence
 ```
 
-See [ARCHITECTURE_FINALE.md](ARCHITECTURE_FINALE.md) for details.
+See [architecture_diagram.md](docs/architecture_diagram.md) for architectural details.
 
 ## Quick Start
 
@@ -223,8 +223,6 @@ poetry run mypy .
 
 ### Adding a New Tool
 
-See [docs/CONTRIBUTING.md](docs/CONTRIBUTING.md) for detailed instructions.
-
 Quick example:
 
 ```python
@@ -281,16 +279,6 @@ docker-compose logs -f
 docker-compose down
 ```
 
-## CI/CD
-
-Includes Gitea Actions workflow for:
-- ✅ Linting & testing
-- 🐳 Docker image building
-- 📦 Container registry push
-- 🚀 Deployment (optional)
-
-See [docs/CI_CD_GUIDE.md](docs/CI_CD_GUIDE.md) for setup instructions.
-
 ## API Documentation
 
 ### Endpoints
@@ -364,12 +352,12 @@ Clear session memories (STM + Episodic).
 - Verify volume mounts in Docker
 
 ### Tests failing
-- See [docs/TEST_FAILURES_SUMMARY.md](docs/TEST_FAILURES_SUMMARY.md)
 - Run `poetry install` to ensure dependencies are up to date
+- Check logs for specific error messages
 
 ## Contributing
 
-Contributions are welcome! Please read [docs/CONTRIBUTING.md](docs/CONTRIBUTING.md) first.
+Contributions are welcome!
 
 ### Development Workflow
 
@@ -384,11 +372,11 @@ Contributions are welcome! Please read [docs/CONTRIBUTING.md](docs/CONTRIBUTING.
 
 ## Documentation
 
-- [Architecture](ARCHITECTURE_FINALE.md) - System architecture
-- [Contributing Guide](docs/CONTRIBUTING.md) - How to contribute
-- [CI/CD Guide](docs/CI_CD_GUIDE.md) - Pipeline setup
-- [Flowcharts](docs/flowchart.md) - System flowcharts
-- [Test Failures](docs/TEST_FAILURES_SUMMARY.md) - Known test issues
+- [Architecture Diagram](docs/architecture_diagram.md) - System architecture overview
+- [Class Diagram](docs/class_diagram.md) - Class structure and relationships
+- [Component Diagram](docs/component_diagram.md) - Component interactions
+- [Sequence Diagram](docs/sequence_diagram.md) - Sequence flows
+- [Flowchart](docs/flowchart.md) - System flowcharts
 
 ## License