# AI collaboration and authorship disclosure

## Accountable human author

**Lam Nguyen**  
AI Officer, Real-time Robotics

Lam Nguyen selected the research question, approved every gate, accepted or
rejected claims, chose the final scope, and accepts responsibility for the
paper and its submission.

## AI research collaborators

### Sol - ChatGPT 5.6 Thinking

Contributions:

- research architecture;
- theorem formalization;
- adversarial review;
- claim-scope correction;
- gate design;
- archival synthesis and manuscript drafting.

### Fable - Claude Code agent

Contributions:

- authorized implementation;
- experiments and benchmarks;
- independent code paths;
- corruption testing;
- artifact generation;
- completion reports.

## Accountability statement

The AI systems are not accountable persons and cannot approve the final
submission, respond to allegations, or accept responsibility for errors.
They are therefore disclosed as research collaborators rather than listed as
human authors. The human author must review the entire paper and verify every
reference and result.