About

About

About me.

I’m a full stack developer focused on AI automation, multi-agent systems, and experimental web projects. I like taking problems that look simple at first and breaking them down into smaller, more specific pieces. The interesting part for me is figuring out where AI actually helps, and how it changes the way a task can be approached or automated.

In practice, this often means avoiding traditional user interfaces altogether. Instead of building forms and dashboards, I look for ways to use existing inputs — messages, text, or structured data — and turn them directly into working outputs. Some projects focus on automating decision-making or coordination, like generating balanced football teams from a chat message. Others explore automating content creation, such as generating a complete static website from a short description.

Most of this work is experimental. The goal is not polish or scale, but to understand how AI-driven workflows behave once they are broken into concrete steps and forced to run end-to-end.

Current stack

  • Automation & AI — n8n, LLMs (GPT, Claude, Gemini, Mistral), OpenRouter, Apify, Fal.ai
  • Frontend — React, TypeScript, modern CSS
  • Backend — Flask, Python, FastAPI
  • Infrastructure — GitHub, CI/CD, static hosting

Elsewhere

LinkedIn · GitHub · mcainsh.cameron@gmail.com