Three properties untouched by annotation, curation, or training. Full pipeline from RAW: develop → enfuse → VM indoor gate → enrichment → v4 captions → LoRA @ scale 1.0 → Scotch-Pine-calibrated LUT. 112 scenes × 2 models. Reference: held-out s009 = 4.84 (main) vs prior track 5.06.
| property | n | ablation ($12) | main ($71) |
|---|---|---|---|
| 28 Brooks Rd | 35 | 4.65 | 4.52 |
| 15 Tacoma St | 39 | 4.53 | 4.55 |
| 2 Seekonk St | 38 | 3.72 | 3.97 |
| aggregate | 112 | 4.29 | 4.34 |
Also: sneak peek · canary history