Systems & AI
The operating system behind the work.
My working thesis: AI's real leverage is giving one disciplined operator the reach of a small team — if judgment, verification and security stay in the loop. This page is how that actually runs, and this site was built the same way.
Process
How a build runs
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Research
The prospect's real footprint, the market, the workflow — before any pixels.
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Design system
Tokens, type and components first, so every screen agrees with itself.
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Build
AI-assisted, human-directed. TypeScript, Supabase, static-first delivery.
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Verify
E2E suites, RLS pentests, fuzzed money-math, accessibility passes.
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Deploy
Edge-served, security headers, previews before production.
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Operate
Scheduled agents: nightly tests, weekly stress-runs, health pings.
Infrastructure
The standing systems
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Knowledge layer
Every working session is distilled and ingested automatically — hundreds of sessions searchable by meaning, so no decision or context is lost between conversations.
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Scheduled agents
Morning standups, weekly briefings, nightly test runs and weekly security stress-tests fire on cron — the systems check themselves whether or not I'm at the desk.
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Verification discipline
Playwright E2E suites, row-level-security pentests, property-tested financial math, accessibility audits. AI writes a lot of the code; nothing merges on trust.
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Delivery rail
Cloudflare + Vercel + Supabase, static-first with strict security headers. Small payloads, self-hosted fonts, no third-party scripts.
Research
Investigations
Smaller research builds that sharpened the practice — kept honest, including the negative results.
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Market-forecast calibration engine
Foundation-model price forecasting, tested out-of-sample: no directional edge survived, so the engine keeps the one property that did — calibrated uncertainty — and sizes risk off it.
Prototype -
Personal-data removal agent
An agent that maps a personal data-broker footprint and drafts jurisdiction-correct removal requests, with human approval gates and reappearance checks on a schedule.
In Use -
Security-research aide
A multi-agent recon → scope-validation → report-drafting pipeline for authorised bug-bounty work. The human stays the decision-maker at every consequential step.
In Use -
Repository safety dossier
Paste any public repo and get a split verdict — risk score vs maintenance hygiene — before it ever touches your machine.
Live Live tool
This site is one of the systems: a dependency-free typed static generator, hand-built design system, strict CSP, and the same verification pass as everything else here. See the work
Contact
Have a business problem that needs a better system?
A website that doesn't convert, a workflow held together by spreadsheets, an idea that needs a working pilot — tell me about it. I'll give you an honest read, including when you don't need custom software.