I build products with AI as a first-class collaborator.
Most of my current work is around AI-powered SaaS tools, compliance and testing systems, AI agents, and fast-moving app experiments. I also build apps under the portfolio-ltd GitHub account.
My workflow is intentionally AI-heavy:
| Tool | Role |
|---|---|
| Codex | main coding partner for implementation, refactors, debugging, tests, and shipping |
| Claude | design specs, product thinking, UX flows, copy, and planning |
| Gemini | research, technical comparisons, discovery, and context gathering |
- Building AI-powered SaaS tools and app experiments
- Using Codex heavily for day-to-day engineering
- Turning Claude design specs into working products
- Using Gemini for research before building
- Shipping full-stack products with TypeScript, Python, Supabase, NextJs, and NodeJS
research in Gemini
↓
shape specs in Claude
↓
build with Codex
↓
ship, test, iterateI like tools that make people faster, systems that explain themselves, and products that feel simple on the surface but have serious machinery underneath.
| Area | How I Use AI |
|---|---|
| Coding | Codex for implementation, architecture, tests, reviews, and debugging |
| Design | Claude for design specs, UX states, product flows, and copy direction |
| Research | Gemini for technical research, comparisons, tradeoff analysis, and discovery |
| Agents | browser automation, data extraction, workflow orchestration, and prototypes |
| SaaS | dashboards, auth, billing flows, internal tools, and product experiments |
| Shipping | docs, changelogs, deployment notes, README updates, and iteration loops |
I build experimental apps and SaaS tools here:


