This section highlights two forms of gaps in accountability: responsibility and transparency.

Deeper disclosure is possible: version-controlled authorship history (git-style) showing what human wrote vs. what AI generated.

The commit log becomes the disclosure - forensic, auditable, transparent. Not a vague "AI-assisted" disclaimer, but a traceable record of human-machine co-authorship.

Example: every commit with "Co-Authored-By: Claude Opus 4.5" plus commit messages explaining what was asked, proposed, reviewed, and approved.

This reframes the "crisis" as an opportunity for unprecedented transparency in collaborative authorship.