System card

32 min

Kerrfield One system card

How Kerrfield One was trained, what 11,400 hours of red-teaming found, and every mitigation we shipped before launch.

Kerrfield safety team

This is the full record of how Kerrfield One was built and tested. We publish it on launch day because the people deciding whether to trust a model should be able to check our work.

Over eight weeks, external teams in biology, cybersecurity and persuasion spent 11,400 hours trying to make the model cause harm. They found 212 distinct failures. We fixed 197 before release and describe the other 15, with the reasons we shipped anyway.

What’s inside

  • Training data sources and filtering, by stage

  • Every evaluation, with prompts and raw outputs

  • Red-team findings grouped by severity

  • Known failure modes we have not fixed

Read it with a sceptical eye. If you find something we missed, the bug bounty pays up to $250,000.

Start here

Ask it somethinghard.

Kerrfield
An independent research lab building models that reason before they answer.
© 2026 Kerrfield Research Ltd. · London · MontréalAll systems normal

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