I make what matters

How can I help?

Full-stack engineer since 2004, building with LLMs since 2021. I embed with customer teams, learn the real business rules from the people who run the work, and ship production systems quickly. First, ten years as a frontend and then full-stack engineer. Then eight years leading human-centred design, product and strategy with customers and executives in banking and federal government running technical workshops, co-designing with stakeholders, and explaining complex systems to non-technical people. I use AI coding agents every day, and I build the checks that make their output trustworthy. R&D work evidence: Dual Substrate ships with 16 CI-gated validation suites and a claims registry that ties every published result to the harness that produced it.

Published research: researchgate.net/profile/david-berigny
LinkedIn: linkedin.com/in/davidberigny

Recent achievements

Two-year independent build of a model-agnostic chat harness with ledger-based memory, published with a reproducible evaluation harness and its limits stated. AI tooling at enterprise scale (Kmart). Shipped AI-assisted design-to-code tooling across React, Flutter and Figma on a platform serving 3M+ monthly users, and mentored engineers on using it. As the solo embedded engineer, shipped a proof of concept on on-prem SAP in five days. By week five, hundreds of quotes and jobs were moving from sales to the shop floor. Explained verifiable credentials and decentralised identifiers to technical architects and BAs, mapping traceability for beef exports facing the EU Deforestation Regulation. Over 300+ sessions, the platform secured $5M in seed funding, then a further $6M after the EUDR was announced.

Published: "Governing Hybrid AI for Institutional Resilience" - ResearchGate

Some of my work