| # Limitations | |
| - Seamless Interaction-derived media is non-commercial and is reconstructed from upstream rather than redistributed. | |
| - Upstream archives or mirrors may become unavailable. | |
| - Generated speech is useful for serialization and pipeline training checks but is not a substitute for diverse natural speech. | |
| - OCR examples are generated and do not measure real-world OCR robustness. | |
| - VLM/CLAP/WhisperX annotations can contain model errors even after structural validation. | |
| - WhisperX timing is segment-level, not word-level. | |
| - The minimal 12-step training test validates data/collator/backprop integration only; it is not evidence of compatibility with every production model. | |
| - Agent review is not human review. | |