Now

Looking for: a Forward Deployed Engineer role where I embed with customers and take frontier-model systems to production. Based in London, open to relocation.

Building: Kelay AI, a voice receptionist for small businesses, and the enterprise version of GAIMS.

Writing next: how I design rubrics for LLM evaluation, from a year of RLHF rubric work and a 15-person review team.

Open source this quarter: a webhook intake kit (HMAC, idempotency, outbox), an auditable LLM decision ledger, and a voice-agent starter.