[resolve #7] /review finding by sw-engineer (report: .temp/output-review-from-inference-rle-mask-2026-04-14.md):
"rle_to_mask uses assert for input validation which can be disabled with python -O; raise ValueError instead..."

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Co-authored-by: Claude Code <noreply@anthropic.com>

- Move supervision/keypoint/ → src/supervision/keypoint/ so shims are
  included in built wheels (project uses src layout)
- Replace raw DeprecationWarning with warn_deprecated (SupervisionWarnings)
  in all three shim files for consistent warning behaviour
- Fix wrong import path (supervision.utils.deprecation → .internal)
  and remove unsupported stacklevel arg from warn_deprecated call

[resolve #7] Review comment by @copilot (PR #2214):
"This warning uses the standard DeprecationWarning..."
[resolve #8] Review comment by @copilot (PR #2214):
"These deprecation shim modules are added under the top-level supervision/..."

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Co-authored-by: Claude Code <noreply@anthropic.com>

- Move supervision/keypoint/ → src/supervision/keypoint/ so shims are
  included in built wheels (project uses src layout)
- Replace raw DeprecationWarning with warn_deprecated (SupervisionWarnings)
  in all three shim files for consistent warning behaviour
- Fix wrong import path (supervision.utils.deprecation → .internal)
  and remove unsupported stacklevel arg from warn_deprecated call

[resolve #7] Review comment by @copilot (PR #2214):
"This warning uses the standard DeprecationWarning..."
[resolve #8] Review comment by @copilot (PR #2214):
"These deprecation shim modules are added under the top-level supervision/..."

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Co-authored-by: Claude Code <noreply@anthropic.com>

…ocstrings

[resolve roboflow#7] /review finding by foundry:doc-scribe (report: .temp/output-review-fix-sinks-slice-list-values-2026-04-17.md)

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Co-authored-by: Claude Code <noreply@anthropic.com>
Co-authored-by: OpenAI Codex <codex@openai.com>

The smooth parameter docstring now describes the fallback to raw
polyline when fewer than 4 unique anchor points are available.

[resolve roboflow#7] /review finding by doc-scribe (report: smooth param docstring omits fallback)

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Co-authored-by: Claude Code <noreply@anthropic.com>

Add parametrized test for '.', '', 'subdir/..' — all resolve to the images
directory itself, exercising the equality guard that had zero coverage.

[resolve roboflow#7] /review finding by qa-specialist (report: .temp/output-review-fix-coco-loader-path-containment-2026-04-17.md):
"Branch 1 (equality guard) has zero test coverage"

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Co-authored-by: Claude Code <noreply@anthropic.com>

- Add test_resize_dispatch_uses_cv2_for_dense: verifies _resize_crop takes
  the cv2 fallback for a checkerboard mask that exceeds _L3_DENSITY_THRESHOLD
- Add TestResizeParallelPath with two tests covering N>=8 masks (triggers
  ThreadPoolExecutor path): correctness and shape checks

[resolve #7] /review finding by qa-specialist (report: .temp/output-review-rle-resize-2026-04-22.md):
"No test for density-based dispatch threshold (_L3_DENSITY_THRESHOLD)"

[resolve #8] /review finding by qa-specialist (report: .temp/output-review-rle-resize-2026-04-22.md):
"No test for resize() with N >= 8 (thread pool code path never exercised)"

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Co-authored-by: Claude Code <noreply@anthropic.com>

…be (report: .reports/review/2026-05-19T10-05-17Z/review-report.md): document silent-degrade contract for preserve_audio

- Clarify that missing/failing ffmpeg warns and continues rather than raising
- Add install hint for ffmpeg (apt/brew)
- Note that audio is truncated to match the processed video duration (-shortest)

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Co-authored-by: Claude Code <noreply@anthropic.com>

…etections

Three additions:
- Assert cv2.imwrite return value in _tiny_detection_dataset helper so
  codec failures produce explicit errors rather than cryptic downstream ones
- Fix _tiny_detection_dataset xyxy shape for dets_per_image=0 (was (0,),
  now (0,4) via reshape — required by Detections validator)
- test_save_coco_annotations_annotation_image_id_references_correct_image:
  verifies every annotation.image_id references a known image id after
  chaining with a non-default starting_image_id
- test_save_coco_annotations_zero_annotation_images: pins behaviour for
  images with zero detections — image ids advance, annotation list empty

[resolve roboflow#6] /review finding by foundry:qa-specialist (report: .reports/review/2026-05-22T18-44-11Z/review-report.md):
[resolve roboflow#7] /review finding by foundry:qa-specialist (report: .reports/review/2026-05-22T18-44-11Z/review-report.md):
[resolve roboflow#10] @Copilot (gh comment #3290385653):

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Co-authored-by: Claude Code <noreply@anthropic.com>

Function had no docstring. Document: CLASS_NAME_DATA_FIELD always present and
string-dtype in returned data dict (load-bearing invariant for the empty-path
fix), 6-tuple return order, and an example showing the dtype guarantee.

[resolve roboflow#7] /review finding by foundry:doc-scribe (report: .reports/review/2026-05-27T06-06-27Z/review-report.md)

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Co-authored-by: Claude Code <noreply@anthropic.com>

- [resolve roboflow#5] oriented_box_non_max_suppression + oriented_box_non_max_merge:
  add Examples: doctest blocks (project convention for all public APIs).
  Challenge: evidence=VALID suggestion=VALID resolution=as-suggested
- [resolve roboflow#7] oriented_box_iou_batch: update summary/Returns from "Pairwise IoU"
  to overlap_metric-aware wording, matching box_iou_batch convention.
  Challenge: evidence=VALID suggestion=VALID resolution=as-suggested
- [resolve roboflow#8] oriented_box_iou_batch + public entry-points: add ndim/shape
  validation before reshape to catch flat (N,8) and wrong-ndim inputs early.
  Challenge: evidence=VALID suggestion=VALID resolution=as-suggested
- [resolve roboflow#9] oriented_box_non_max_merge: add assert 0 <= iou_threshold <= 1,
  matching the guard present on oriented_box_non_max_suppression and siblings.
  Challenge: evidence=VALID suggestion=VALID resolution=as-suggested

[resolve group] PR roboflow#2303 — items 5, 7, 8, 9

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Co-authored-by: claude[bot] <209825114+claude[bot]@users.noreply.github.com>
Co-authored-by: OpenAI Codex <codex@openai.com>