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Isaac Teague Frayling

AI-native builder · systems design + AI orchestration

Cardiff, UK · UK citizen, open to relocate worldwide · isaac@pantheonlabs.co.uk · pantheonlabs.co.uk

I design systems from first principles and direct AI to build them. I took PANTHEON — a governed, multi-tenant AI-agent platform — from idea to production, solo: the substrate, a no-code product on top, and the adversarial audit that hardened it. I don't hand-write code. What I bring is the systems thinking (multi-tenant isolation, a governed agent loop, atomic metering, failure-mode design) and the discipline to make AI-built systems actually hold. Built alongside full-time work outside software. Looking for a founding-builder, 0-to-1, or AI-native role where output and systems judgment beat pedigree.

How I build

What I doDesign systems from first principles → decompose into buildable pieces → direct AI to implement → adversarially verify → ship and run in production Concepts I commandMulti-tenant isolation & trust boundaries, governance tiers & human-in-the-loop, atomic metering & rate control, agent loops / tools / guardrails, prompt-injection defence, failure-mode & blast-radius thinking Systems I've shippedPostgres with row-level security, FastAPI services, a governed agent loop, MCP (both directions), React frontends, Docker / nginx deploys — directed the build, understand each end-to-end, don't hand-write the syntax Keeping AI honestCI purity boundaries, golden-file snapshot tests, 819 tests green, 80-agent adversarial audits where every finding is refuted before it counts

PANTHEON — creator, solo

Governed multi-tenant AI-agent platform · designed the system, directed the build

Dec 2025 – present

Live in production · pantheonlabs.info & pantheonlabs.co.uk

Selected problems I solved

Background

I studied Financial Mathematics at the University of Greenwich, London, until the pandemic cut it short — that's where I learned to reason about systems from first principles. No CS degree; I'm self-taught as a builder, and the live, attackable system is the qualification. I spent the two years before PANTHEON deep in distributed, trustless systems (the Ethereum ecosystem, from 2019) — that's where "don't trust, verify" became the principle behind everything I build. I've self-hosted on Linux since 2020 (a Raspberry Pi homelab) — that's why I can deploy and run PANTHEON in production solo. I designed and built PANTHEON alongside full-time work outside software (most recently as a care worker). Available on request: a live walkthrough of the running system, a code review under NDA, and references.