Toolchain

What I build with, and why each one is here.

Not a badge wall. Every entry has a reason attached, because the interesting question isn't which tools someone uses. It's whether they can tell you why, and what they'd swap out.

Models & reasoning

What actually does the thinking. The rule is to use the cheapest model that clears the bar for the task, not the best one available.

  • Claude API

    since 2025

    Drafting, extraction, agentic work

    The most reliable at long, multi-step work that has to not drift. Where a job has twenty dependent steps, this is what I reach for.

  • Gemini

    since 2025

    Classification, bulk processing

    Cheap and fast enough to run over thousands of items. Used it to triage newsletters and resolve three thousand job addresses.

  • Open weights

    since 2026

    Anything that must stay local

    gpt-oss and Qwen run on hardware you own. A generation behind frontier, and completely adequate for drafting and document Q&A.

  • ElevenLabs

    since 2025

    Speech

    Voice interfaces where typing is the wrong input: field work, hands busy, driving between sites.

Building

Boring on purpose. Every tool here is one another engineer could pick up, which matters when you're one person and clients need continuity.

  • Next.js

    since 2025

    Every application

    One framework for the interface and the server. Pages render as static HTML where they can, which is why these sites load instantly.

  • React

    since 2024

    Interface

    Not a preference so much as the default that everything else assumes. Fighting it costs more than it saves.

  • TypeScript

    since 2025

    All of it

    Catches the class of mistake that otherwise reaches a client's screen. Non-negotiable on anything someone else relies on.

  • Supabase

    since 2025

    Database & auth

    Postgres with the tedious parts done. Row-level security means access rules live in the database rather than in application code you can forget.

  • Python

    since 2024

    Data work

    Anything involving a few thousand rows, a geocoder, or a training run. The right tool for work that isn't a web page.

Plumbing & delivery

The unglamorous layer that decides whether something still works in six months.

  • n8n

    since 2025

    Automation

    Self-hostable, so the same workflow runs in someone's office or in the cloud without a rewrite. That portability is the whole point.

  • Vercel

    since 2025

    Hosting

    Deploys from a git push and serves static pages from the edge. No servers to patch, which matters when there's one of me.

  • Docker

    since 2026

    The on-premise stack

    How an entire system gets installed identically on every client machine, and rolled back when an update misbehaves.

  • Xero API

    since 2025

    Accounting integrations

    Where most NZ small-business financial data actually lives. Bookkeeping automation starts and ends here.

  • Cursor

    since 2025

    Writing the code

    Worth naming because it's the honest answer. AI-assisted editing is how I ship at this pace alongside a full-time degree.