1. bypass_v2() ignores iterations parameter — the function accepted
`iterations` but ran the transform pipeline only once. Now properly
loops, with diminishing strength on subsequent iterations.
2. denoise_bilateral() has identical if/else branches — both 2D and 3D
cases called the same cv2.bilateralFilter(). Removed dead branch.
3. apply_noise_replacement() allows negative sigma — with passes > 5,
the formula `sigma * (1 - i * 0.2)` produces negative values. Added
clamping and early break.
4. Broken import paths — synthid_bypass.py and watermark_remover.py
used bare module imports that fail when scripts are run from outside
their directory. Added sys.path.insert like benchmark_extraction.py.
5. Misleading "Python 3.14 bug" comment — the SSIM gate was disabled
with a comment blaming Python 3.14, but the real reason is that
heavy multi-pass transforms naturally depress SSIM. Updated comment.
Co-Authored-By: Claude Opus 4.6 <noreply@anthropic.com>
Alosh Denny