{
  "description": "Advanced case-study recipe, not the public Remix training endpoint payload",
  "trainer": "fal-ai/krea-2-trainer",
  "training": {
    "steps": 1000,
    "learning_rate": 0.0003,
    "resolution": 1024,
    "auto_captioning": "Off",
    "trigger_phrase": "mila nb28",
    "debug_dataset": true
  },
  "dataset": "mila-example-training.zip",
  "dataset_sha256": "9c83ca0a08f5a6dd8d17bdb46c1770cef467a9c1163bced50e8bddc3f8d5c0bc",
  "image_count": 27,
  "preprocessing": "Exact reviewed 1024-square training crops supplied",
  "inference_endpoint": "fal-ai/krea-2/turbo/lora",
  "identity_scale": 1,
  "training_seed": "Not exposed; results are not bitwise reproducible",
  "caption_files": "same-stem .txt; captions preserved",
  "notes": [
    "The public Remix training endpoint currently exposes idempotency, not these hyperparameters.",
    "Do not reuse Mila identity images to train a different named person; replace with your own consistent identity.",
    "Current evaluation is preliminary; no overall-best claim."
  ]
}