AI System Architecture & Orchestration
Multi-agent pipelines, LLM orchestration, RAG and eval loops, built to run in production.
Madeira, Portugal · Working worldwide
Founder of redmilk.ai · Senior iOS Engineer
Ten years of iOS since iOS 8 and Swift 2.3: games, apps and services, from a Swiss bank's card platform to a creative app with 5M+ MAU and a real-time game with 1M+ users. I run the full cycle myself: idea, architecture, code, design, release, support. Now building at redmilk.ai.
01 / About
Today I'm a Senior iOS Engineer at CBH Bank (Switzerland), where I own the Cards domain and the Cards SDK shared by three banking apps: secure authentication, certificate pinning, 3DS flows.
Before banking: games, apps and services. Face-swap features at Reface (5M+ MAU), a real-time claw-machine game at Clawee streaming WebRTC to 1M+ users, an AR music app that turns your body into an instrument, telemedicine video apps, and a food-delivery platform for 500K+ users.
Different stacks, same job: one person responsible from the first commit to the App Store. Raketa and Jiggle were built that way; Understory is being built the same way.
02 / The Studio
My product studio, AI-first. One person accountable for the whole thing; AI agents do the heavy lifting under my direction.
Multi-agent pipelines, LLM orchestration, RAG and eval loops, built to run in production.
Native iOS in Swift and SwiftUI, from scratch or rescued from legacy, carried through release and support. Certificate pinning, 3DS and secure authentication, the same work I do for a Swiss bank.
Firebase, Cloud Functions and the APIs behind the apps: auth, data, LLM proxies, hosting. The service side of every app I ship.
LLMs wired into real workflows: support, content, operations.
Pipelines that take people out of repetitive loops: CI/CD, content generation, back-office flows.
Game mechanics and real-time play: an AR music app, remotely controlled claw machines over WebRTC.
03 / Selected Work
Type anything you're curious about. Understory shows what it's made of — the core idea, the parts, the mechanisms — then a five-question quiz finds the edge of what you know. Every topic you prove grows your knowledge tree. Built on LLM pipelines and a shared content library, so each topic is generated once and served to everyone.
See the app →A weekly planner: the week on one screen, quick capture, home-screen widgets. Designed, built and shipped solo.
View on GitHub →AI content generators, agent harnesses, experiments in mobile and LLM UX. New work lands on GitHub first.
github.com/redmilk →04 / Timeline
Madeira, Portugal
Product studio: games, apps and services.
Switzerland · remote
Own the Cards domain and reusable Cards SDK across three banking apps. Led full app redesign phases, built a 3DS OTP Notification Center, secure authentication & certificate pinning, GitLab CI + Fastlane releases.
Kyiv · remote · 5M+ MAU
Core features and complex custom UI in a creative product with 5M+ MAU. Led the modularization refactor and ran product A/B tests.
AR music app
Architected an AR-powered music app that triggers sounds with body movement via live camera. Built Editor + Player apps, pose detection, sound-zone mechanics.
Real-time game · 1M+ users
Real-time claw machines over WebRTC + Raspberry Pi. New game modules, VIPER cleanup, rewrote networking on URLSession + Combine, cut compile time, modernized to iOS 13.
Food delivery · 500K+ users
Built the app from scratch: networking, payments, push, deep links, geolocation, real-time admin control. Integrated McDonald's, KFC and other major partners.
US telemedicine
Built doctor + patient telemedicine apps: WebRTC multi-party video consultations, navigation and UX owned by the iOS team.
Kyiv, Ukraine
First production ML: a car license-plate recognizer with CoreML + Tesseract. Retail e-commerce with dynamic UI patterns, education and delivery apps in Swift & Objective-C. Started with Swift 2.3 and iOS 8.
05 / Tech Stack
06 / Contact
Open to product collaborations, AI integration work and mobile builds that need one owner, start to finish.