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Let's Collaborate

For research collaboration, welfare research conversations, speaking, or informal questions about evaluation and constraint design. LinkedIn is the best place to start.

Available for

  • AI evaluation design and adversarial red teaming
  • Constraint architecture consulting for AI product teams
  • Fractional product leadership for AI-native companies
  • AI welfare research collaboration
  • Speaking on evaluation methodology, failure modes, and constraint design