Run bounded autonomous research loops in the cancer_detector repository. Use when Codex needs an autoresearch-style workflow for MRI segmentation or classification experiments by choosing one repo-native lane (`mri/cli/research.py`, `mri/cli/sweep.py`, `scripts/segmentation_autopilot.py`, `scripts/swinunetr_autopilot.py`, or a small hand-curated config wave), keeping a narrow editable surface, creating an untracked `experiments/autoresearch/tag-name/` workspace, launching dry-runs or SLURM jobs, reading manifests and reports, and deciding which changes to keep or discard.
2026-04-25