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+# FORGE: Framework for Orchestrating Runtime Gen-AI Experiments
+
+FORGE is a comprehensive test harness designed for **CI-first, reproducible and observable performance & scale testing** of AI/ML workloads, specifically targeting OpenShift platforms. Developed and maintained by the **Red Hat PSAP (Performance and Scale for AI Platforms)** team.
+
+## 🎯 Purpose
+
+FORGE enables systematic performance and scale testing of AI/ML workloads with:
+
+- **Reproducible testing**: Consistent test environments and methodologies
+- **Observable results**: Comprehensive metrics collection and visualization
+- **CI/CD integration**: Automated testing pipelines for continuous validation
+- **Scalability analysis**: Performance characteristics across different scales
+- **OpenShift optimization**: Tailored for container orchestration platforms
+
+## 🏗️ Architecture
+
+FORGE works in cooperation with [Fournos](https://github.com/openshift-psap/fournos) to provide a complete testing ecosystem for AI workloads.
+
+### Core Components
+
+- **`core`**: Fundamental framework components (DSL, launcher, CI entrypoint, notifications)
+- **`caliper`**: Artifact post-processing engine for parsing, visualization, and KPI analysis
+- **`fournos_launcher`**: Integration with Fournos for orchestration
+
+## 🚀 Quick Start
+
+### Installation
+
+```bash
+# Clone the repository
+git clone https://github.com/openshift-psap/forge.git
+cd forge
+
+# Install core dependencies
+pip install -e .
+
+# Install with optional backends
+pip install -e '.[caliper]'
+
+# Install development dependencies
+pip install -e '.[dev]'
+```
+
+### Container Development Environment
+
+FORGE provides a containerized development environment using the forge_launcher:
+
+```bash
+# Check environment status
+./bin/forge_launcher status
+
+# Build the FORGE container image
+./bin/forge_launcher build
+
+# Create/recreate the development container
+./bin/forge_launcher recreate
+
+# Enter the containerized development environment
+./bin/forge_launcher enter
+
+# Run commands directly in the container
+./bin/forge_launcher enter "python -m pytest"
+```
+
+### Basic Usage
+
+```bash
+./projects/skeleton/orchestration/ci.py --help
+./projects/skeleton/orchestration/ci.py prepare
+./projects/skeleton/orchestration/ci.py test
+```
+
+```bash
+./projects/skeleton/orchestration/cli.py --help
+./projects/skeleton/orchestration/cli.py precleanup
+./projects/skeleton/orchestration/cli.py prepare
+./projects/skeleton/orchestration/cli.py test
+```
+
+## 📊 Key Features
+
+### Core Framework
+- **DSL (Domain Specific Language)**: Test definition and configuration
+- **CI Integration**: Continuous integration entrypoints
+- **Notification System**: Alert and reporting mechanisms
+- **Image Management**: Container orchestration support
+
+### Caliper - Artifact Processing
+- **Parse**: Traverse and parse test artifact trees
+- **Visualize**: Generate plots and HTML reports from unified models
+- **KPI Management**: Generate, import, export, and analyze key performance indicators
+- **Multi-backend Support**: Export to OpenSearch, S3, and MLflow
+- **AI Evaluation**: Export AI evaluation metrics in JSON format
+
+## 📁 Project Structure
+
+```
+forge/
+├── projects/                    # Main project modules
+│   ├── caliper/                # Artifact post-processing
+│   ├── core/                   # Framework core components
+│   ├── matrix_benchmarking/    # Performance dashboards
+│   ├── llm_d/                  # LLM deployment tools
+│   ├── fournos_launcher/       # Fournos integration
+│   └── skeleton/               # Project templates
+├── docs/                       # Documentation
+├── specs/                      # Technical specifications
+├── bin/                        # Executable scripts
+├── tests/                      # Test suites
+└── vaults/                     # Configuration vaults
+```
+
+## 🔧 Configuration
+
+### Dependencies
+
+**Core Requirements:**
+- Python 3.12+
+- Click (CLI framework)
+- PyYAML (configuration)
+- JSONSchema (validation)
+- Pydantic (data models)
+
+**Optional Backends:**
+- **OpenSearch**: For KPI indexing and search (`opensearch-py`)
+- **MLflow**: For experiment tracking (`mlflow`)
+
+**Visualization:**
+- **Plotly/Dash**: Interactive dashboards
+- **Pandas**: Data processing
+
+## 🧪 Testing
+
+```bash
+# Run unit tests
+pytest projects/core/tests/
+
+# Run with coverage
+pytest --cov=projects projects/core/tests/
+
+# Run integration tests
+pytest -m integration
+
+# Run performance tests (slow)
+pytest -m slow
+```
+
+## 🤝 Contributing
+
+### Development Setup
+
+```bash
+# Install pre-commit hooks
+pre-commit install
+
+# Run code formatting
+ruff format projects/
+ruff check projects/
+```
+
+### Code Style
+- **Ruff**: An extremely fast Python linter and code formatter
+- **Target**: Python 3.12+ compatibility
+
+## 📖 Documentation
+
+- **Specifications**: `/specs/` - Detailed technical specifications
+- **Quickstart Guides**: `/specs/*/quickstart.md` - Getting started guides
+- **API Documentation**: Auto-generated from docstrings
+- **Documentation**: `/docs/` - Usage examples and tutorials
+
+## 🔗 Related Projects
+
+- **[Fournos](https://github.com/openshift-psap/fournos)**: Job orchestration and execution platform
+
+## 📄 License
+
+Licensed under the Apache License 2.0. See [LICENSE](LICENSE) for details.
+
+## 👥 Team & Support
+
+**Maintained by**: Red Hat PSAP Team (`psap@redhat.com`)
+
+**Key Contributors**:
+- Kevin Pouget (@kpouget)
+- Alberto Perdomo (@albertoperdomo2)
+- See [OWNERS](OWNERS) for the complete list
+
+For issues, feature requests, or contributions, please use the GitHub issue tracker.
+
+---
+
+**Keywords**: `testing` `performance` `scale` `openshift` `ai` `mlops` `benchmarking` `ci-cd`