Buildingsystems thatmatter

Rendezvous answers a question that is hard by construction: which ships are hiding? The platform sweeps the Baltic operational theatre for AIS positions on a continuous cycle, enriches each vessel with encounter data, and scores it with an Elkan-Noto positive-unlabelled XGBoost classifier — a framing chosen because there is no clean set of confirmed innocent vessels to learn against, only a handful of known offenders and a sea of unlabelled traffic. Every score carries a SHAP explanation, so an analyst sees the evidence rather than a number. The backend is FastAPI over PostgreSQL and Redis, deliberately real-time with no historical retention beyond per-table TTLs; the operator console is Next.js with a live Mapbox tracker, an intelligence feed, and shadow-fleet alerts.

Consulting firms lose bids to the arithmetic of effort: writing a proposal costs days, so the wrong tenders get answered and the right ones get missed. Monti uploads a tender, extracts the skills it demands, matches them against the firm's consultants, and returns a fit and win verdict so the pipeline can be sorted by expected return. Once a bid is committed, the system generates the document against the firm's own Word template, filling what it can and reserving the rest as assignable tasks the team resolves in a shared workspace. Built as four services — a Kotlin and Spring Boot API owning auth and per-organisation isolation, a Python worker running all LLM jobs off a Postgres-backed queue, and Next.js marketing and console surfaces.

Driver turns open issues into a marketplace. A company links a repository through a GitHub App, developers browse the available issues and open a fix window — Claude-assisted or manual — and implement a solution against a Monaco editor. On submit, Driver spins up an e2b sandbox to build a live preview of the change, so the company reviews working software rather than a diff. Only once the preview is approved does Driver open the pull request and reveal the source. Built as a monorepo: a Next.js frontend, a Hono API that owns all GitHub communication and sandbox orchestration, and a shared PostgreSQL layer through Prisma.

Built as part of a Lunicore Student Consulting engagement for Lunds University Hospital and Region Skåne. The platform aggregates active clinical trials across Europe and uses intelligent matching to connect patients with relevant studies, reducing the time between diagnosis and access to cutting-edge treatments. Developed with a Spring Boot backend and a React Native mobile frontend, with a strong focus on accessibility and medical data compliance.

Risk is an end-to-end platform that democratises pre-seed investment by letting everyday people back early-stage startups through structured crowdfunding rounds. The product includes a Next.js web application and a SwiftUI iOS companion app, both powered by a shared Firebase backend with real-time investment tracking, KYC flows, and campaign analytics. Designed from first principles to feel as intuitive as consumer banking.

A personal project exploring the SwiftUI ecosystem end-to-end. Todd helps pet owners maintain a comprehensive health log covering vet appointments, medication schedules, feeding routines, and weight tracking. Data is persisted on Firebase with an offline-first approach for reliability, and the UI is built around a calm, friendly visual language that reflects the app's purpose.

A frontend-first project for a boutique wine retailer, designed to elevate the online shopping experience for a curated catalogue. Heavy emphasis on UI design — smooth page transitions, refined typography, and a visual identity that communicates quality without excess. The architecture prioritises fast load times and a frictionless path from discovery to checkout.