Open to applied-AI / AI engineer roles  ·  United Kingdom

JMHB LTD  ·  AI Engineer & Full-Stack Developer

I ship production software with AI coding agents.

Full-stack developer and solo founder, now focused on applied AI engineering. Over four years with LLMs — orchestrating agents like Claude Code and Codex across frontier models (Claude, GPT, Gemini, DeepSeek) to design, build and operate live web, mobile and API products, end to end.

Focus
Applied AI engineering
Experience
4+ yrs with LLMs
Shipped
8 products, live
Status
Open to roles

/ 01 — Selected work

8 products
Live Web app · Sports data · betfinder.live ↗

BetFinder

Data-driven betting insights that surface positive-expected-value bets across sports markets — built on real-time odds ingestion and a fair-odds model.

  • +EV detection across multi-sport markets, refreshed continuously
  • Most-likely-to-land accumulators alongside honest, settled-results tracking
  • Node ingestion daemons + Postgres pipeline, deployed on Linux/systemd
Next.js TypeScript Node / Express PostgreSQL
BetFinder positive-value betting board
Visit betfinder.live
Live Web app + API · 07flip.com ↗

07Flip

Live price-tracking and flipping analytics for Old School RuneScape — a Next.js/Supabase front end on a REST API I built from scratch, serving real-time Grand Exchange data, recommendation-model output and per-user trade history. Runs a paying subscriber base.

Next.js TypeScript Supabase
07flip.com
07Flip Grand Exchange flipping dashboard
Visit 07flip.com
Private Crypto analytics · Automated trading

Tokenlytics

An AI-assisted crypto analytics and automated-trading platform that discovers edges, backtests and validates strategies, and trades in real time — with live data pipelines and background workers running 24/7 on a Linux server.

  • Real-time market ingestion + technical analysis (Pandas, TA-Lib)
  • Backtested-and-validated strategies with risk controls
  • Always-on workers, scaled on Docker + a Postgres/Redis backend
Python FastAPI PostgreSQL Redis Docker
Tokenlytics crypto trading and analytics platform
Private project · available on request
Live Web app · Puzzle game · mastermind.lakebed.app ↗

Mastermind

Mastermind, reimagined as encrypted code-breaking puzzles — crack the code, track your streak and climb a real-time leaderboard. A polished, full-stack game with auth, scoring and billing.

Next.js FastAPI PostgreSQL Stripe
Mastermind encrypted code-breaking puzzle game
Visit mastermind.lakebed.app
Live iOS · Android · Web · getmealtimemagic.com ↗

Mealtime Magic

A native app, published to Google Play, that helps families with neurodivergent children choose meals through a guided, emoji-driven sensory flow. My most active project — I designed the whole product and visual identity end-to-end.

  • React Native / Expo on a Supabase backend (Auth, Edge Functions, RLS)
  • Firebase push, Stripe billing, offline-first meal catalogue
  • Complete design system + 40+ bespoke icons; built to UK GDPR & children's-data standards
React Native Expo Supabase
getmealtimemagic.com
Mealtime Magic app for families with neurodivergent children
Visit getmealtimemagic.com
Live RuneLite Plugin · Plugin Hub

07Flip RuneLite

The 07Flip engine as a native RuneLite plugin — accepted onto the official Plugin Hub (PR #10709) and maintained across 15+ merged PRs. Authenticates against the 07Flip API and two-way-syncs trades back to the website.

Java Gradle RuneLite Plugin Hub
RuneLite · Plugin Hub
07Flip RuneLite plugin overlay
Visit 07flip.com

/ 02 — How I work

applied AI

Building with AI coding agents

Shipping production software with Claude Code, OpenAI Codex, Gemini and DeepSeek — real products, not demos.

Multi-step agentic workflows

Designing agent pipelines that plan, edit, test and verify across a live codebase — with the discipline of a working developer.

Prompt & context engineering

Steering frontier models against real repositories: context management, tool use, and turning model output into shipped code.

Frontier-model fluency

A comparative, hands-on sense of where Claude, GPT, Gemini and DeepSeek excel and where they fail — and which to reach for.

LLM APIs & integration

Anthropic and OpenAI APIs wired into production systems, plus familiarity with SWE benchmarks like SWE-bench.

Full-stack delivery & ops

From wireframe to deployed product: React/Next/RN, Node/FastAPI, Postgres, Linux/Nginx/Docker, CI/CD — built and operated solo.

/ 03 — Tech stack

25 tools
Claude Code
Anthropic
TypeScript
JavaScript
Python
Java
React / RN
Next.js
Node.js
FastAPI
Expo
Tailwind
Supabase
PostgreSQL
Prisma
Redis
SQLite
Firebase
Stripe
Docker
Cloudflare
Nginx
Gradle
Git
GitHub
Also across the toolchain
REST API designAPI-key authRate limiting Zod validationOpenAPI / Swagger LLM APIs (Anthropic, OpenAI)Stripe webhooks systemdCI/CD (GitHub Actions, EAS) UI / UX & design systemsPhotoshop AI image generationSEO · GA4 · Search Console

/ 04 — About

"Build small things, well. Ship them. Maintain them. Repeat."

I'm a full-stack developer and solo founder with a BSc and a PGCE (Qualified Teacher Status), now focused on applied AI engineering — building production software with AI coding agents and frontier models.

I've independently designed, built and operated multiple live web, mobile and API products, including a published Android app and public REST APIs of my own. The teaching background still shows up daily: judging work against clear criteria is exactly the habit I apply to reviewing and steering AI-generated code.

I'm looking for applied-AI / AI engineer roles where deep hands-on agent and model experience meets the ability to ship complete, production-grade software.

At a glance

NameJMHB LTD
RoleAI Engineer · Full-Stack Dev
Based inUnited Kingdom
CompanyJMHB LTD · SC802251
QualifiedBSc · PGCE (QTS)
StatusOpen to roles

/ 05 — Contact

Hiring, or have a project? Let's talk.

Tell me about the role or what you're building. Replies usually within one working day.

[email protected]