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Full-Stack AI Systems Engineer

Agentic Infrastructure + Product Engineering

Portfolio: Ryan.Zernach.com Email: Ryan@Zernach.comLinkedIn GitHub • Remote • FinTech + Healthcare

HIGHLIGHTS

TECH STACK

Category Technologies
Programming Languages TypeScript, Python, Rust, Golang, Java, C#, Ruby, Swift, Kotlin, Bash, JavaScript, PHP, C++, Objective-C, R, Solidity, Dart, Flutter, XML
AI Systems + Machine Learning LLMOps, vLLM, LiteLLM, RAG, Agents, MCP, Vector Embeddings, Evaluations, Semantic Kernel, LangChain, Langfuse, Computer Vision, PyTorch, Knowledge Graphs, TensorFlow, Scikit-Learn, Bedrock, Foundry
Platform + Backend Engineering DevEx, Node.js, FastAPI, Django, Nest.js, Express, .NET Core, OpenAPI, Microservices, REST, GraphQL, WebSockets, Webhooks, gRPC, Kafka
Data + Persistence PostgreSQL, SQL, NoSQL, Redis, Vector Databases, ETL, Snowflake, Graph Databases, Entity Relationships, Caching, BigQuery, PySpark
Cloud Infrastructure + DevOps AWS, Azure, GCP, Cloudflare, Docker, GitHub Actions, Terraform, Kubernetes, CI/CD, CloudOps, Blue/Green, DNS, Networking
Front-End + Product Engineering React, React Native, iOS, Android, Web, Swift, Kotlin, Flutter, Expo Router, Next.js, Redux, Streamlit, Animations, Design, User Feedback, Playwright
Distributed Systems + Operations Queues, Redis, RabbitMQ, Analytics, Pub/Sub, Linux, Airflow, VoIP, Cron, WebRTC, Observability, OpenTelemetry, Rate Limiting, Horizontal Scaling, Machine Learning CI/CD, Event-Driven Architecture, Load Balancing
Security, Identity + Compliance AuthN, AuthZ, OAuth, HIPAA, SOC 2, Identity, Role-Based Access Control, JWT, Secure Systems Design, SSO, API Security, Secrets Management
Payments, Communications + Integrations PCI Compliance, Stripe, Apple Pay, IAP, Billing, Subscriptions, Wallets, Twilio, SMS, Push Notifications, HTTP APIs, Marketing Tech, SMTP/IMAP
Blockchain + Web3 Ethereum, Solana, dApps, WalletConnect, MetaMask, Polygon, Solidity, Smart Contracts, Ethers.js, Tokens, ERC-20, ERC-721

EXPERIENCE

  • Building agentic products and back-end systems across Python, Typescript, vector embeddings + OSS large-language models
  • Automated eCommerce marketplace by using MCP, Claude/ChatGPT integration, Twilio VoIP realtime voice agents + DALL-E
  • Containerized scalable Robotic Process Automation (RPA) via OpenAPI middleware, local vLLM, web scraping + Kubernetes
  • Published TranslateWallpaper™ mobile app for travelers pronounce words via LLM-generated wallpaper cheatsheets
  • Scaled agentic CellarChat™ to 1M+ international members & built world’s highest-rated #1 wine app
  • Architected RLHF pipeline to fine-tune OpenAI’s GPT-4o, OpenAPI CI/CD triggers, embeddings, & evals
  • Integrated ML wine recommendations using Azure-ML + world’s largest online database of wine reviews
  • Maintained Python, TypeScript, React Native, C#/.NET, SQL, Redis, CI/CD, Azure AI Foundry + PromptFlow
  • Helped to boost app store ratings to 4.9★ average with 10,000+ verified 5-star ratings on iOS and Android
  • Embedded Apple Pay subscriptions in the React Native app to generate additional 25%+ recurring revenue
  • Developed backend Python MCP server supporting agentic tooling, account management + support tickets
  • Improved user’s experience of cellar management CRUD workflows to improve consistency and reduce taps
  • Implemented PyTorch OCR image-to-text search, high-performance barcode scanning, and activity feed posts
  • Streamlined the Redux middleware for fast global state management and persistence between user app sessions
  • Rebuilt the React Native app’s analytics implementations for tracking critical user interactions and in-app behavior
  • Arranged A/B tests during paywall + onboarding experiences using phased rollout schedules for marketing analysis
  • Migrated 25+ year old legacy support ticket system from Active Server Pages (ASP) to TypeScript Express framework
  • Productionized stocks/crypto exchange to compete with Robinhood: public leaderboards + copy friend’s portfolio distribution
  • Used AWS Terraform to deploy docker container running, Java + Springboot, & NodeJS dashboards, and SQL migrations
  • Constructed core mobile app functionality: Plaid integration middleware, trending investors + suggested stocks
  • Built social network features, such as direct chat, user profiles, posts, likes, emojis, & threaded comments
  • Wrote the data-visualization logic for viewing and comparing the performance of different stocks/crypto
  • Transitioned eSports React Native codebase from JavaScript to TypeScript for long-term maintainability
  • Improved Ruby on Rails for push notifications, chat, & native calendar sync to improve user satisfaction
  • Remedied hardware’s bluetooth transactions in Swift telecommunications app + Python Flask app
  • During pandemic, taught 900+ post-grad students machine learning, Python, PyTorch, APIs,, TypeScript, SQL + databases
  • Managed busy schedule of remotely teaching 30+ university students per week in 1:1 setting (one hour per person)
  • Dozens of universities were subscribed to my employer’s curriculum and online tutoring resources for students
  • Engineered uploading videos/images, survey questions, pricing proposals, and processing payments with BrainTree
  • Migrated websites from PHP to NodeJS React, which helped the business process more than $1M+ gross sales
  • Managed online eCommerce payments, analytics, Google AdSpend, and logistics of bulk material deliveries
  • Configured automated, outbound marketing email campaign schedulers and listeners using IMAP/POP
  • Designed industry-best customer experiences with 2D/3D graphic designs and optional add-ons
  • Designed residential and commercial landscape plans for hardscapes, lighting, drainage, plants
  • Worked with merchant processing systems & payment gateways to understand PCI compliance and financial flows
  • Analyzed end-to-end card transaction lifecycles (interchange rates, risk) across critical payment networks
  • Built foundational knowledge of secure payment infrastructure, interchange fees, & transaction routing EDUCATION + TRAINING
  • Mastered how to command agents, automate workflows, and 100x enterprise-grade software engineering
  • Harnessed the power of RAG, multi-agent systems, OpenAPI, MCP, Cursor, Claude, Codex, vLLM
  • Recommendation Engines, Computer Vision (CV) Models, Time-Series Forecasting, Natural-Language Processing
  • Python, SciKit-Learn, PySpark, Django, Flask, FastAPI, Data Engineering, PostgreSQL Databases, Back-End APIs
  • Design Principles, Science of Grass, Outdoor Business Management, Landscape Architecture
  • Visual Basic, Calculus, C, C++, R, Statistics, Data Structures, Programming Principles, Linear Regression

CERTIFICATIONS

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