Now

Updated 28 September 2026

A snapshot of what I'm actually doing this month. I refresh this page when something material changes, not every week.

Shipping

PromptForge is live at promptforge.uk. Free during the evaluation phase. The latest pass replaced the template-assembly engine with a hybrid-retrieval RAG pipeline: pgvector inside Supabase, BM25 fusion via RRF, optional CrossEncoder rerank, and a server-side citation validator that strips any sentence the model can't tie back to a retrieved chunk.
Islamic Services Marketplace: a multi-service platform connecting clients with vetted practitioners for Hijama, Ruqya, Quran tutoring, and more. Built for a group launching a UK-based startup. Feature-complete with 206 tests, Stripe integration, GDPR compliance, and child safeguarding. Pending deployment.
The finance tracker is now public on GitHub.

Final year started in September. Graduate applications for September 2027 are open now, so a chunk of each week goes there.
At TwelveTech Systems on customer-facing web work. API design, code review, QA, and AI-integration spikes inside products that already ship.

Marketplace architecture patterns: how Treatwell, Fresha, and Booksy handle multi-practitioner booking, trust signals, and commission splits at scale.
UK GDPR special-category data handling for health and religious services, and DBS requirements for online tutoring platforms (changed January 2026).
Anthropic and OpenAI release notes, mostly the bits on prompt caching and structured-output reliability.

Graduate software engineering roles starting Sept 2027 (final year ends June 2027).
Freelance work that involves real AI integration or full-stack product builds.
A chat with anyone building dev tools, marketplaces, or AI products with serious engineering rigour behind them.