Independent software studio

Automate detours.

Mag Uidhir builds tools that take the detours out of learning and work: a tutor that marks your handwriting on the page, a job hunt dashboard that finds roles and keeps every application in one place, and a course that makes sure the fundamentals are yours.

Products

Software that does the long way round for you

Each product started as a tool built for a real problem, and each one is in use for exactly that.

Products

Flagship product

Integrated reMarkable Tutor

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.

In development

Next: a teacher dashboard for designing lessons, and a student dashboard for creating tutor agents from their own course content.

See how it works

Research

ChromoNet

A metric that an optimiser is minimising cannot be the evidence that the optimiser is right.

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.

Read the findings
67.8% of reconstructions rendered lighter than the photograph they came from
5,000 faces measured, from one fixed and reproducible slice of a public dataset

Hobby projects

From the hobby folder

Counter-Strike tools and small utilities, built for fun and held to the same standard as the products.

Hobby projects

Open the whole folder

Public and embedded

Every tool exists twice.

Public edition
What each product does, shown through walkthroughs, diagrams and measured results. Source stays private.
Embedded edition
The configuration, outputs and working notes of the tools in daily use, behind an owner sign in with passkeys.
How this site is built

For recruiters

Built by Isaac McGuire.

Computer Science at the University of York, a summer building data pipelines at Siemens Mobility, and everything on this site. Open to graduate roles in data and machine learning engineering.

  • Integrated reMarkable TutorIn use
  • Caveman CodingFirst edition
  • Job HuntIn use
  • ChromoNetResearch
  • Counter-Strafe TrainerIn development
  • CS2 Comms StoryPersonal workflow
  • Preaim and PathingIn development
  • Counter-Strafe MonitorPlanned
  • VLC Time extension, modifiedUtility
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  • Products
  • Hobby projects
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