Isaac McGuire

• Building and running the product line on this site: the Integrated reMarkable Tutor, Caveman Coding and Job Hunt.
• Designed and built this site: Astro on Cloudflare Workers, passkey authentication and a hard line between public and private editions.

• Built an end to end ETL pipeline in Python and PostgreSQL, turning messy output from live railway sensors into a bespoke database for on-site configuration and replacing processing previously outsourced to third parties.
• Wrote a recursive JSON extractor for nested data of variable schema depth, bringing legacy analogue sources and modern digital sensors into one schema. It was still in production after I left.
• Documented the system and pitched it for further funding; it was taken up by Siemens' Malaysian branch as a candidate for implementation.
• Tested Spectra 2, an in-house application translating railway data formats between legacy and modern representations, through its 1.0 release, in an Agile team with daily stand-ups.

• Full time through a gap year, then part time through university. Earlier part time roles at Taco Bell, Hilton DoubleTree and McDonald’s: I have worked throughout sixth form, a gap year and the degree.

Circle work on a reMarkable tablet in red to have it marked, in blue to have it explained, or write a command in grey. Each colour starts an agent grounded in your own course materials.

Thirty sessions across six caverns, from raw iteration to a neural network that reads letters, built with nothing but the standard library and your own hands.

Finds jobs from the employers you follow, rates each one on how well you fit it, and manages every application from one place, with your CVs stored alongside and suggested changes for each role.

A study of 5,000 faces showing that a widely used reconstruction pipeline renders skin too light, and an honest test of whether a biophysical correction can repair it.

• Degree awarded September 2026, conferred at graduation in January 2027.
• Machine Learning and Optimisation 75%. Deep Learning 73%.
• Dissertation: ChromoNet, measuring and correcting skin-tone bias in single-image 3D face reconstruction.

• Computer Science A, Mathematics B, Product Design B.