Proposed
Hidden-text and steganographic scanning of filings
Courts and document platforms strip or flag white-on-white, tiny-font, and metadata payloads.
$75M experimental capital · 3 sources
Who should own it
Courts and ECF vendors
Courts
How quickly it can land
Weeks
A dedicated squad can land it inside two months.
Expedited implementation
3 weeks
21 calendar days with a crash team
Normal implementation
3 months
90 calendar days as a planned program
Risk this mitigates
20Given that untrusted text is concatenated into model context in courts, enterprises, and consumer products, and prompt injection remains the leading unfixed LLM failure, there is a possibility of an adversary steering a model that drafts, ranks, or decides inside an institution resulting in corrupted legal filings, leaked data, and decisions that look official but were written by an attacker.
Residual composite 20 · still above the threshold
Effect if implemented
Applied to every failure scenario on that risk, then re-ranked. Axes are clamped at 1.
- Likelihood
- −1
- Consequence
- −0
- Urgency
- −1