Sam Joyce

Sam Joyce

I design and build software products and AI systems.

My work spans product design, web and mobile applications, native desktop software, backend services, and infrastructure. I fine-tune and evaluate language models, build systems that coordinate AI agents, and integrate AI into software products.

Role

I’m Lead AI Engineer at Pluss Communities, based in Australia.

Projects

Fig. 1 · the stack, annotated

16 repositories

Fig. 1. Sixteen public repositories with descriptions, by layer. The diamond marks work involving AI or agents. Grouping is editorial. Many of my public repositories are experiments.All projects

Writing

Nº 003

Nothing else moves

On invariants: the promise a tool makes about everything it was not asked to change, in layouts, in source files and in coordinates.

essay · 4 figures

Nº 002

Your eval score is a distribution

A benchmark number is one draw from a spread. Four figures on reading it.

essay · 4 figures

Nº 001

How this site is built

Static HTML, two variable fonts, and JavaScript only where a figure needs it.

colophon

All writing

From the lab

Nº 011

Quorum

When does adding reviewers make a verdict more reliable? Independence versus correlation.

lab · systems

Nº 004

Spring to linear()

Simulate a damped spring and compile it into a CSS linear() easing, with a visible error budget.

lab · interface

All plates

About

Role
Lead AI Engineer, Pluss Communities
Based
Australia
Practice
Product design, web and mobile applications, native desktop software, backend services, and infrastructure
Models
Fine-tunes and evaluates language models
Agents
Builds systems that coordinate AI agents, and integrates AI into software products