| """ | |
| KernelX Intelligence Layer — Model Training Pipeline | |
| Stages: | |
| 0. Environment setup (requirements.txt) | |
| 1. Data preprocessing (data/preprocess.py) | |
| 2. World Model SFT training (models/train_world_model.py) | |
| 3. Strategist RL training via GRPO (models/train_strategist.py) | |
| 4. Monitoring (logged during training) | |
| 5. Export & quantization to GGUF (models/export_gguf.py) | |
| 6. Inference engine (inference/strategy_engine.py) | |
| 7. Gradio demo (demo/app.py) | |
| """ | |