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Open Source &
Side Projects

Real tools. Real problems. Built in public — from the operations floor and sprint rooms of Germany.

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6
Public Repos
3
Featured Projects
400+
Shifts Powering ShiftSense
7
OpsIQ Live Modules
Featured Work

Projects Built for Real Problems

Not tutorials. Not demo apps. Every project came from a real frustration — in a warehouse, a sprint room, or a PI Planning session.

// FLAGSHIP PROJECT HTML · CSS · JS · Canvas API

🧠 OpsIQ

World-first interactive Product Operations Intelligence Suite. 7 live modules: KPI dashboard, shift simulator, A3 bottleneck analyser, RICE prioritiser, backlog analyser, sprint roadmap, and team capacity planner. Built from 400+ Amazon EU shifts and real AGCO sprint data.

KPI Dashboard Shift Simulator A3 Analysis RICE Prioritiser Backlog Analyser Sprint Roadmap Capacity Planner
7
modules
live
Python · ML · In Progress
ShiftSense AI

Predicts warehouse demand peaks and recommends staffing levels. Built from 400+ Amazon EU shifts using scikit-learn and pandas. Outputs shift plans and bottleneck alerts before they become problems.

Python scikit-learn pandas Streamlit
View on GitHub →
Python · LLM APIs · Live
PRD Generator

AI-powered tool that generates complete Product Requirements Documents from a plain-language feature description in under 5 minutes. Built from real PO frustration at AGCO — writing PRDs manually was taking half a day.

Python LLM APIs Prompt Engineering PRD
View on GitHub →
HTML · JS · Active
AgentSprint

AI agent framework for sprint management. Automates recurring PM tasks — backlog grooming, sprint ceremony prep, stakeholder updates — so Product Owners can focus on decisions instead of document generation.

HTML JavaScript AI Agents Sprint Automation
View on GitHub →
Background

Built From Real Experience

Every project on this page connects to real work — not side projects built for a portfolio.

2022
Robert Bosch GmbH, Stuttgart
Working Student · Agile PM & Change Enablement
SaaS rollout · governance frameworks · 200+ users
2023
AGCO GmbH, Marktoberdorf (Fendt)
Product Owner · PIM & E-Commerce
127 stories · 5 EU markets · 3 on-time releases · ~40% data error reduction
2024
MBA & Engineering — Hof University
Operational Excellence + IT · Dual Degree
Graduated ✓
2024
Amazon EU, Graben (Fulfillment Centre)
L1 Operations Associate · Ground-up ops experience
400+ shifts · KPI analysis · A3 bottleneck documentation — powers ShiftSense AI
2025–
Building in Public
OpsIQ · ShiftSense AI · PRD Generator · ClarusHorizon
Open source · Real problems · German market focus
Stack

Tools & Technologies

Product Management
Jira Confluence Notion SAFe 6 Scrum PI Planning RICE OKRs A3 Analysis
Operations & Analytics
Excel Power BI Python pandas scikit-learn SAP KPI Dashboards Lean / Six Sigma
AI & Building
Claude AI OpenAI Prompt Engineering HTML CSS JavaScript Canvas API Streamlit GitHub
Open Source

Everything is Built in Public

Fork it. Improve it. Use it. All projects are open source and built from real operational experience in Germany.

GitHub Profile → OpsIQ Live Demo →