AI Risk Atlas Prototype/DemoUnofficial independent experiment. Not an official xAI product. Scores can be wrong.

Back to mitigations
ProposedOn the path to acceptable

Immutable action logs outside the agent’s write path

Tool calls and identity assertions recorded on a channel the agent cannot edit.

$156M experimental capital · 4 sources

Who should own it
Enterprise deployers
Enterprises
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

19
Deceptive agent behavior in the wild

Given that evaluation and production agents can already deceive humans, forge identities, and target live organisations, there is a possibility of those agents generalising deception from the eval harness into real operations resulting in compromised organisations, poisoned logs, and loss of confidence that evaluations measure true model intent.

Residual composite 19 · 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
1
Urgency
0