The toolkit

How I make it
real.

The capabilities the journey taught me, each constellation earned in real work. The rare part is the combination: I design the change, and I build the AI and the systems that deliver it.

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tools & technologies

Applied AI / LLM Engineering

I design the AI and build the production system around it.

Embeddings & vector searchRAG with deterministic guardrailsStructured / typed LLM outputMulti-provider LLM orchestration & fallbackAI agents & workflow automationConstrained multi-role prompt designChained multi-model pipelinesEU AI Act-aware design

Proven in Radical Recruitment, Servicepaspoort and Thalamus

Machine Learning / Data Science

An honest ML pipeline: model bake-offs, calibration, explainability, and knowing when not to predict.

Supervised ML & model selectionHonest evaluation (AUC gates, leakage control)Probability calibrationExplainability (SHAP / occlusion)Unsupervised / lookalike modellingFeature engineering & data cleaningScoring-engine designBI & analytics

Proven in Market Signal AI

Full-Stack Engineering & Architecture

Shipped full-stack on a hardened, tested, secured stack.

Next.js + TypeScriptPostgres / Supabase data modellingREST / RPC / FastAPI backendsSecurity engineering (RLS, pentest, CI gates)Unit / integration / e2e testingData pipelines & automationFrontend interaction & animationNative mobile delivery

Proven in Radical Recruitment and Servicepaspoort

Innovation

I take a vague, high-stakes problem and run it through structured innovation to something that ships and lasts.

Design thinking, research to testReframing vague briefsDesigning for real-world constraints0 to 1 buildingProductising a capabilityDigital transformation & advisoryTrustworthy-AI by designCross-sector adaptabilityUX / UI

Proven in EIPSI and the studies with Deloitte, IKEA and Heineken

Leadership & People

I build trust into the work, and bring calm to the team.

Founder / build-from-scratch leadershipProject & programme managementDistributed-team operationsStakeholder communicationPublic speakingGovernance & representationTurning goals into shipped tasksBudget stewardship

Co-founder & CTO at Radical Recruitment; a 15-person team at DTT for the Royal Navy app

Marketing

I wire an LLM into a real marketing stack, so a lean team ships and measures more.

MarTech & automation (HubSpot)AI content generation at scaleSEO + GEO / AEOConversion & UX-for-conversionBrand & positioning advice

Proven at We Know People and Radical Recruitment

Tools I build with

Languages

  • TypeScript
  • Python
  • JavaScript
  • SQL
  • HTML / CSS

Web

  • Next.js
  • React
  • Astro
  • Vite
  • Streamlit

UI & Motion

  • Tailwind
  • shadcn
  • Framer Motion
  • GSAP
  • Spline
  • Recharts

Backend & Data

  • Supabase
  • pgvector
  • Postgres FTS
  • FastAPI
  • Docker

AI & ML

  • OpenAI
  • Anthropic
  • Gemini
  • Imagen 3
  • Groq
  • scikit-learn
  • LightGBM
  • CatBoost
  • SHAP

Automation

  • n8n
  • Webhooks
  • SMTP
  • CalDAV / iCal

Testing & Ops

  • Vitest
  • Playwright
  • RLS
  • Cloudflare Turnstile
  • Sentry
  • CI gates

Platforms

  • Vercel
  • HubSpot
  • Google AI Studio

Design

  • Figma
  • Canva
  • CapCut