Fix: close gr.Markdown properly, fix f-string brackets, clean up structure

Fix syntax error on line 242: replace [] with () in f-string to resolve parsing conflict

Create VALIDATION_SUMMARY.md

Update app.py

Create test_fem.py

Create solver.py

Create boundary_conditions.py

Create mesh_generator.py

Update requirements.txt

Create examples/poisson_2d_vendor.py

Update requirements.txt

Create docs/FEM_ARCHITECTURE.md

Create fem_core/__init__.py

Create CONTRIBUTING.md

Create .pre-commit-config.yaml

Create .github/workflows/ci.yml

Create __init__.py

Create conftest.py

Create tests/test_mock_pipelines.py

Create tests/conftest.py

Update app.py

Update app.py

Create tests/__init__.py

Create tests/test_app.py

Create CONTRIBUTING.md

Create EXAMPLES.md

Create ROADMAP.md

Fix ChatInterface - remove incompatible type parameter

Replace custom code with vendor-driven HuggingFace InferenceClient

Update README with comprehensive documentation

Add Dockerfile for containerized GPU deployment

Add 20 real-world use cases with full lifecycle framework

Add pyproject.toml for full lifecycle ML project (uv, pip, pixi compatible)

Create requirements.txt

Add multi-agent AI system with ZeroGPU support

initial commit