$ cat curriculum.md
Curriculum
A concise overview of my professional experience and education: over a decade of full-stack engineering with Vue/Nuxt, React/Next.js, and NestJS, more recently extending into Python for AI and LLM agents at MBition (Mercedes-Benz), and a B.Sc. and M.Sc. in Applied Computer Science focused on AI, bioinformatics, deep learning, and data science.
experience
Senior Software Engineer – AI Agent Platform @ MBition GmbH (Mercedes-Benz)
- Python
- FastAPI
- LLM Agents
- Model Context Protocol (MCP)
- Agent-to-Agent Protocol (A2A)
- OpenTelemetry
- Langfuse
- Kubernetes
- GitLab CI
- Own the Python platform on which multiple Mercedes-Benz teams build and run their LLM agents on Kubernetes, providing the shared FastAPI service, base classes, and CI/CD
- Own production deployments of the platform's service, the cloud backend for the in-car voice assistant serving several million Mercedes-Benz vehicles
- Cut the platform's memory use by 50%, from 4 GB to 2 GB per Kubernetes pod, by re-architecting it from synchronous to fully asynchronous Python, removing the need for multiple worker processes
- Cut deployment from a ~2-hour manual process to an automated 15 minutes and halved pipeline runtime by rebuilding the CI/CD pipelines and merging the platform's two repositories into one on Mercedes-Benz's GitLab
- Gave every merge request its own Kubernetes pod, so the platform's ~30 active contributors can validate their changes
- Fixed ~5,000 pre-existing type errors and made the codebase unit-testable by decoupling it with dependency injection and enforcing quality gates in CI (Ruff linting, static type checking, and a pytest suite)
- Migrated observability from the Datadog SDK to OpenTelemetry, sending traces to Datadog, Langfuse (LLM observability) and the analytics team's Event Hub
- Fixed a bug causing memory leaks in the official open-source Agent2Agent (A2A) Python SDK
- Continue to support the team's previous platform with features and maintenance
Senior Full-Stack Engineer – Speech Platform @ MBition GmbH (Mercedes-Benz)
- TypeScript
- Vue
- Nuxt
- TanStack Query
- Reka UI
- NestJS
- Tailwind CSS
- PostgreSQL
- MongoDB
- WebSockets
- pnpm
- Owned code quality on the platform, enforcing best practices across the team, including strict typing in CI
- Owned the modernization of server state management, migrating it completely to TanStack Query
- Built a no-code platform for configuring and deploying Mercedes-Benz speech applications, shipping features end-to-end in Vue and Nuxt with strict TypeScript, zod-validated REST contracts, and realtime updates over WebSockets
- Cut build times by ~50% by consolidating multiple products into a pnpm monorepo, sharing types end-to-end and enforcing them in CI
- Replaced tables hand-built per screen with one fully typed Vue datatable behind 10 list screens, with server-side pagination, sorting, and configurable filters that compile into a single database query
- Built the platform's reusable form and UI components on the headless library Reka UI
- Built a Role-Based Access Control (RBAC) system with CASL.js, enforcing one permission definition across both the Nuxt UI and the NestJS API
- Worked directly with stakeholders to align the platform's features with their requirements
Frontend Engineer (part-time, alongside B.Sc. and M.Sc.) @ DERICON GmbH
- React
- Remix
- TypeScript
- Angular
- NgRx
- RxJS
- Built and owned a graph-based no-code workflow builder (React/Remix) that let non-technical users model and deploy workflows independently
- Built features for the Angular frontend of DERIFIN WMS, DERICON's main product, managing application state with NgRx and RxJS
- Built middleware and UI integrations to bridge legacy systems with modern REST APIs, simplifying data flows and de-risking migrations
Full Stack Developer @ SLH GmbH
- PHP
- C#
- ASP.NET MVC
- JavaScript
- ExtJS
- jQuery
- Bootstrap
- MySQL
- Modernized a legacy frameset-based PHP application into a modular frontend/backend architecture, rebuilding the UI with ExtJS on a clean PHP backend
- Collaborated with stakeholders to prioritize requirements, deliver new features, and resolve defects quickly
- Worked in close contact with customers, including customer support for the company's e-learning platform
education
M.Sc. Applied Computer Science @ HTW Berlin
- Specialization: Health Computing
- Thesis: Explorative Analysis of Data from Nanopore-Based DNA Sequencing to Identify Dilution Effects (ML-based prediction of SARS-CoV-2 dilution from MinION data)
- Research: real-time analysis pipeline and variant caller for Oxford Nanopore MinION data (SARS-CoV-2, COVID-SpiNGS project)
- Grade: 1.1 (German scale, 1.0 is best)
- Exchange: NTUST, Taipei, Taiwan
B.Sc. Applied Computer Science @ HTW Berlin
- Specialization: Data Science
- Thesis: Investigation of Style Transfer Methods for Use on Low-Power Hardware (deep learning)
- Grade: 1.6 (German scale, 1.0 is best)
- Exchange: UNINTER, Cuernavaca, Mexico
IT Management Assistant (Apprenticeship) @ Kortmann Beton GmbH & Co. KG
- Completed apprenticeship alongside theoretical studies
- Grade: good (82/100)
State-Certified IT Assistant @ Berufskolleg Rheine
- Including the Fachhochschulreife (university of applied sciences entrance qualification)
projects
›AI Agent Platform
The common runtime multiple Mercedes-Benz agent teams build their LLM agents on, with Agent-to-Agent and Model Context Protocol interoperability.
- Python
- FastAPI
- LLMs
- A2A
- MCP
- Kubernetes
- GitLab CI
›Speech Platform
No-code platform for configuring and deploying speech applications for Mercedes-Benz.
- Vue
- Nuxt
- Tailwind
- NestJS
- PostgreSQL
- MongoDB
- Websockets
›Crowds UI
Workflow editor with graph-based task views and dynamic form generation to streamline internal processes.
- React
- Remix
- Tailwind
›NextUI Date Picker
Open-source date picker component for the NextUI React library
- TypeScript
- React
- NextUI
›Real-Time Nanopore Sequencing Pipeline
HTW Berlin research project: a pipeline that analyzes Oxford Nanopore MinION reads while the sequencer is still running, and the groundwork for a real-time variant caller that identifies SARS-CoV-2 mutations
- Oxford Nanopore MinION
- Next-Generation Sequencing
- Variant Calling
›Style Transfer on Low-Power Hardware
B.Sc. thesis at HTW Berlin investigating neural style transfer methods for use on low-power hardware
- Deep Learning
- Neural Style Transfer