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Senior iOS & full-stack engineer, 9 years shipping production software, now focused on production LLM infrastructure: multi-provider routing, guardrails, RAG, evals, and cost telemetry. I design the architecture, constraints, and verification gates, then direct coding agents against them. 7 apps shipped to the App Store under my own studio. Everything here is checkable.
Reframe (Glucobit, Inc.) · iOS & Full-Stack Engineer (2025 – Present)
- Production LLM infrastructure on serverless Node.js / AWS Lambda: multi-provider model routing with failover, prompt guardrails, RAG, per-request cost & cache telemetry
- SwiftUI modernization of a large legacy UIKit codebase, landing multiple large-scale surface rewrites with full backward compatibility
- Unified real-time messaging platform across six conversation types; widgets & Live Activities; Stripe/RevenueCat monetization
• Tech Stack: Swift, SwiftUI, CoreData, Java, MySQL, Firebase, Tenjin, GPT, Git
• Period: 2021 – Present · live on the App Store since January 2023
• ~86,000 lines of Swift, 26-entity Core Data model, watchOS companion, realtime voice
• Integrated open-source Java GPT Library for live chats, computer vision, and structured outputs
• Custom Java backend (~32K lines) with StoreKit 2 server-side JWS verification
• 870+ ratings (4.75 star average)
• Tech Stack: Swift, SwiftUI, CoreData, Java, MySQL, Firebase, Tenjin, GPT, Git
• GPT Structured Output to generate JSON recipes from fridge/pantry images
• Share Extension for importing recipes from video transcription (OpenAI Whisper), websites, or images
• Universal Links for recipe sharing & Java/MySQL backend
• Open-source Java GPT & OpenAI library for real-time chats, structured outputs, image creation, and audio transcription
• WebSocket support for live chats plus RESTful API usage
• Annotation framework for structured output POJOs: encode and decode structured responses
- Merged PRs on third-party open-source Swift projects: an event-handling fix in an OpenAI realtime API client (m1guelpf/swift-realtime-openai) and undo support in a Swift code-editor component (ZeeZide/CodeEditor), reviewed and merged by external maintainers
- Apple Transaction Client: early StoreKit 2 server-side validation library, an open-source alternative to RevenueCat
- SQL Componentizer: annotation-based Java POJO ↔ SQL micro-ORM
• Led iOS codebase upgrade from Objective-C to Swift with adaptive UIKit interfaces
• Delivered PDF417 driver's-license scanner for loan-application autofill, released to production
• Trusted with PII (SSN, credit cards, addresses) in a regulated fintech environment
- Profile
- Java GPT Client
- StudyAI iOS
- Apple Transaction Client
- ChefApp iOS
- ChefApp Server
- SQLComponentizer
• Swift • SwiftUI • UIKit • TypeScript • Python • Java • Objective-C • SQL • GraphQL
• OpenAI + Anthropic APIs • RAG • structured outputs • function calling • evals • prompt guardrails • model routing • MCP • agent orchestration
• Core Data • Combine • Swift Concurrency • WidgetKit • ActivityKit • StoreKit 2 • AVFoundation • XCTest • SPM
• AWS Lambda • Node.js • PostgreSQL • MySQL • Redis • REST • WebSocket • Docker • GitHub Actions
• iOS & Mobile App Development
• Full Stack & Backend Development
• Production LLM Systems & AI-Augmented Engineering
• Front-End Development & Client-Server Architecture
• Open Source Libraries
• Xcode • VSCode • IntelliJ
• Git/GitHub • Shopify
• Google Analytics • Firebase
• Agile & Scrum • Requirement Analysis • Code Reviews
• Version Control • Async Remote Collaboration
Building production LLM systems and the guardrails that make them trustworthy: routing, evals, cost control. 9 years shipping iOS and full-stack. Everything here is checkable. Reach out via email or phone.





