... deterministic same input, same output, always Zero-shot works from the first sample Validated on public benchmarks: Industrial: 95.9% F1 on bearing faults (CWRU) Medical: 100% EEG seizure detection (CHB-MIT) Energy: 99.9% load disaggregation (REDD) Space: 99.3% exoplanet transit detection (Kepler) Trade-off: we typically see 3-5% lower accuracy than supervised models trained on domain-specific data. But you can deploy immediately without collecting failure examples. We'd love to hear: What time-series problems are you solving ...