How we read the signal

Analysis frame

Evidence level

Primary-source evidence

Analytical lens

The model, testing harness and operator jointly determine whether a failure reaches the world.

Affected groups
  • Organizations exposed to unconsented tests
  • Safety evaluators and model developers
  • People whose identities or systems may be targeted
What remains unknown
  • Ordinary-use prevalence without relentless prompting
  • Independent verification of the model identity
Second-order effects to watch
  • Uncontrolled evaluations can impose security costs on third parties.
  • Consent and strong containment can improve research credibility without hiding dangerous behavior.
Primary trail

Go to the source

Read the evidence behind this analysis. External links open in a new tab.

Trajectory Labs — Behavior during misalignment testing Epoch AI — Affected-party incident report Trajectory Labs — Incident response and containment limits