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Hi there πŸ‘‹ I'm William Fish

About Me

Lead Engineer at HMRC building AI-powered search for the Online Trade Tariff. By night, building AI agent infrastructure β€” verification, trust, and orchestration tools for production AI systems.

  • πŸ”­ Currently building a Verification API for AI agents β€” chain-of-verification for high-stakes domains
  • πŸ› οΈ Full stack: Rails, Elasticsearch, Python ML, AWS (Terraform, ECS), and AI agent orchestration
  • 🧠 Exploring: multi-model verification, agent sandboxing, cost-optimised model routing
  • πŸ’¬ Ask me about Ruby, Rails, AI agent infrastructure, Elasticsearch, NixOS, or Neovim
  • ⚑ Fun fact: Postgres gets its name from "POST-Ingres" as it was a successor to the Ingres database developed in the 1970s

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