```text
============================================================
3D DIRECT-STATE CAPACITY ATTRIBUTION FINAL
============================================================
N_CAPACITY_DEV_SCENES=17
CARRIER_ABSREL=0.679826
DIRECT_RGBD_8_ABSREL=0.460804
DIRECT_RGBONLY_8_ABSREL=0.609175
QUERY_ORACLE_8_ABSREL=0.289314
CAPACITY_GAP_RGBD=0.219022
CAPACITY_GAP_RGBONLY=0.070651
DIRECT_RGBD_16_ABSREL=0.402736
DIRECT_RGBD_32_ABSREL=0.389382
RESOLUTION_8_TO_16_GAIN=0.058068
RESOLUTION_16_TO_32_GAIN=0.013353
RENDER64_ABSREL=0.460804
RENDER128_ABSREL=0.461108
CONTEXT_RGBD_ERROR=0.188866
QUERY_RGBD_ERROR=0.460804
GENERALIZATION_GAP_RGBD=0.271937
WRONG_SCENE_DAMAGE_DIRECT=0.100210
STATE_CAPACITY_STATUS=RESOLUTION_LIMITED
REPRESENTATION_BOTTLENECK=NOT_ESTABLISHED_BY_FINITE_OPTIMIZATION
RESOLUTION_BOTTLENECK=true
RENDERER_BOTTLENECK=false
CONTEXT_INFERENCE_BOTTLENECK=false
LEARNER_TRAINING_BOTTLENECK=false
FINAL_HOLDOUT_TOUCHED=false
DYNAMIC_TTT_RUN=false
NEW_CARRIER_TRAINED=false
TESTS=717 passed, 1 skipped; Ruff PASS
FINAL_INTEGRITY=PASS
REPORT_DIR=/home/zonghan/measurement-scene-state/docs/experiments/EXP-3D-DIRECT-STATE-CAPACITY-V1
============================================================
```

RENDER64/128 above refer to RGBD grid8 CURRENT_BOUNDS; the grid16 matrix is separately reported. FINAL_INTEGRITY is confirmed by the final archival integrity.json.