I build systems that move hard technology from idea to impact.

Turned operating knowledge scattered across machines, teams, and memory into one control system the floor can run.

Projected savings supported by the controlled-state roadmapProjected

$4M+

Machine centerlines consolidated and analysed

1,200+

Annual scrap-cost reduction from the shelf-life SOP

$300K+

Rebuilt a corporate innovation process that took months so it runs as a structured workflow in under five minutes.

Structured process runtime, down from a multi-month workflow

< 5 min

Built as a running, client-ownable system

n8n

Separate M&A screening engagement in manufacturing

Fortune 500

Screened catalyst surfaces for hydrogen fuel cell applications at a scale where the setup has to be right before the compute is worth spending.

CPU-hours of DFT computation

~73,000

aMOC surface configurations built and screened

40+

Computational stack for construction and calculation

ASE / VASP

Built the recurring infrastructure — programming, partnerships, a matching platform — that outlasts any single cohort of student founders.

Participants at Keywords, with Y Combinator

400+

Startups convened at Forge

25+

Investors and mentors engaged at Forge

30+