Integration
Focused testsPretrained load, optimizer coverage, forward, loss, and backward smoke.
GPU calibration on RTX4090Calibrate the model-specific physical batch while preserving intended effective batch where reasonable.
Full training
Best reproducible checkpointSelect by validation mAP; inspect training-health trajectories diagnostically.
Standalone evaluation
Evidence freeze
Evidence accepted
A bounded gate or historical result has completed with evidence.
Stable-DINO canonical training
Stable-DINO Swin-L is in progress on RTX4090 under the permanent PROJECT APPROXIMATE BATCH-16 provenance label.
RT-DETRv4-X handoff
GPU work begins only after Stable-DINO final PASS, independent handoff verification, teacher equivalence, focused tests, and qualification.
Candidate N+1 preparation
Source, license, artifacts, environments, configs, adapters, and CPU/static tests may proceed while candidate N trains.
Noncritical branch
Skip when time or data budget threatens the submission path.
Condition not met
Do not execute until the stated diagnostic, evidence, or eligibility condition is satisfied.