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Engineering Case Studies

A selection of AI/ML systems, production platforms, and full-stack applications. Each case emphasizes ownership, constraints, and production engineering rather than demos alone.

Featured Projects

Enterprise IoT Platform architecture diagram showing Kubernetes controllers, workflow engine, and observability components

Enterprise IoT Platform

Multi-Tenant Workflow Automation Infrastructure

EdgeIQ professional case study: enterprise platform for IoT workflow automation consisting of an extended Node-RED engine, two Kubernetes controllers for multi-tenant provisioning, and an API gateway with observability instrumentation.

Reduced customer onboarding time by 70% and eliminated 40+ hours/month of manual DevOps while the architecture was designed for 1000+ isolated workflow instances.

ReactGoTypeScriptTimescaleDBAWS +5
Zeitgaist dashboard showing social sentiment analysis across multiple platforms with trend charts and source attribution

Zeitgaist

Cross-Lingual Social Intelligence

Early post-ChatGPT dual-product AI platform combining a conversational retrieval chatbot and social analytics dashboard. Both share a unified Python/FastAPI backend with two-stage retrieval, social-media indexing, and multi-language NLP.

Synthesizes current insights from 6 platforms in seconds vs hours of manual monitoring, with cross-lingual search and filterable source context.

Real-Time RAGRetrieval SystemsLLMNLPPython +3
Foretale visual workflow builder showing real-time data streaming nodes connected in an automation pipeline Archive

Foretale

No-Code Crypto Trading & Real-Time NLP Platform

No-code crypto trading platform combining real-time NLP inference, multi-source data aggregation, and visual workflow automation.

Platform processed 100K+ daily data points across 7+ sources with ML-powered sentiment analysis, OCR extraction, and visual workflow automation.

PythonPyTorchNLPKafkaStreaming +3

Other Work

Undrafted Analytics podcast cover showing football imagery with German-language analytics branding Archive

Undrafted Analytics

NFL Analytics Podcast

German-language NFL podcast combining data science and American football. Built the entire technical platform: Monte Carlo simulation engine for game predictions and Vue.js website for publishing weekly analytics content.

Published 22+ episodes with statistically rigorous predictions for all 256+ regular season games.

PythonVue.jsMonte CarloSports AnalyticsPodcast +1
Silexica parallelization analysis visualization showing multi-core optimization opportunities in embedded code Archive

Embedded Parallelization Tooling

Yocto Integration for Multi-Core Analysis

Internship project building Yocto layers for embedded Linux parallelization analysis. Enabled analysis of AUTOSAR Adaptive applications for autonomous driving, supporting 6 processor architectures.

Identified analyzer-estimated 8x speedup potential on an 8-core platform for an autonomous driving demo. Company was later acquired by Xilinx (2021), then AMD (2022).

YoctoLLVMEmbeddedAUTOSARC/C++ +2
Fire simulation controller showing PCB hardware, ATmega microcontroller, and Windows fire curve editor GUI Archive

Patented Fire Simulation Controller

Electronic Control System for Industrial Fire Testing

Developer of the electronic control system for a fire simulation device used to test smoke extraction systems in buildings. Built the control stack from PCB design to Windows GUI as a paid high school internship.

Control subsystem was built for a device later covered by granted German patent DE102008011567B4 and used in building fire safety testing contexts.

Embedded SystemsCAssemblerPCB DesignWindows +1

Interested in the technical details?

I am open to full-time Senior AI/ML Platform Engineer opportunities across DACH, Europe, and compatible global remote teams.

View Resume