Problems solved and what became easier

What was getting in the way: Complex IT and automation tasks frequently fail due to unstructured AI outputs, lack of contextual memory, or missing quality verification.

How I solved it: Development of a modular multi-agent system built on structured markdown files with deterministic role separation, memory engine, and automated quality gates.

What became easier: Reliable, reproducible deliverables with automated QA, robust context retention, and clear technical documentation.

Status: In-House Development

What was getting in the way: Fast-paced workdays often cause spontaneous tasks and thoughts to slip away when task capture requires rigid, complex forms.

How I solved it: Development of a fast voice-first Android application with local capture, AI-assisted task grouping, and flexible LLM provider settings.

What became easier: Capture tasks in seconds via voice; the tool categorises and structures them cleanly for the workday.

Status: App / In-House Tool

What was getting in the way: Need for a fast, accessible, and trilingual web platform with reliable static generation and a clean component architecture.

How I solved it: Built this responsive web application using Next.js, React, TypeScript, typed i18n dictionaries, and static export for robust, lightweight hosting.

What became easier: Exceptional page speed, global availability without heavy server costs, and accessible, structured client guidance.

Status: In-House Development (this website)

What was getting in the way: Substantial manual overhead when inspecting, categorising, and dispatching repetitive inbound email inquiries.

How I solved it: Developed local Python automation scripts and system utilities for rule-based and semantic pre-classification of incoming messages.

What became easier: Reduces manual sorting effort for inbound messages and demonstrates structured message processing workflows.

Status: Demo Project (non-commercial)

What was getting in the way: Manual checks and scattered log files on distributed workstations slow down systematic troubleshooting during incidents.

How I solved it: Built lightweight cross-platform desktop utilities and CLI helpers using Tauri and Rust for targeted filesystem and log diagnostics.

What became easier: Identifies root causes faster and delivers structured insights into relevant system parameters.

Status: In-House Tool (non-commercial)

What was getting in the way: During on-site network dropouts, technicians need a quick diagnostics tool directly on their smartphone without unpacking a laptop.

How I solved it: Native Android app for latency monitoring featuring TCP ping, port inspection, DNS lookups, and real-time Wi-Fi signal tracking.

What became easier: Quickly isolate connectivity bottlenecks and latency spikes on-site without setup overhead.

Status: App / In-House Tool

What was getting in the way: Many health apps mandate cloud accounts and send private vital signs to third-party servers without clear user control.

How I solved it: Local Android app for recording and charting blood pressure metrics using a Room database and structured CSV/JSON export.

What became easier: Complete data sovereignty and privacy without cloud lock-in, with clean trend graphs for medical consultations.

Status: App / In-House Tool

What was getting in the way: Testing and calibrating internal device sensors often involves clunky, fragmented developer menus.

How I solved it: Real-time telemetry dashboard for internal sensors (accelerometer, gyroscope, barometer, light) with live charting.

What became easier: Monitor sensor behavior and hardware responsiveness visually in real time.

Status: App / In-House Tool

What was getting in the way: Need for quick color matching, palette creation, and contrast verification on mobile devices while on the go.

How I solved it: Compact Android app for color selection, HEX/RGB extraction, and palette previews for UI and web designers.

What became easier: Accurate color values and harmonious palettes readily available for design and front-end work.

Status: App / In-House Tool

What was getting in the way: Aspiring IT professionals and career changers often struggle with abstract computer science theory and vague error messages.

How I solved it: Practical, easy-to-understand 1-on-1 tutoring covering key topics including SQL, networks, Git, and algorithms.

What became easier: Fast comprehension of core IT concepts, measurable exam progress, and strong problem-solving independence.

Status: Service / Mentoring (ErsteNachhilfe.de)

What was getting in the way: High operational pressure and fluctuating rush hours in hospitality quickly cause coordination breakdowns and errors.

How I solved it: Structured preparation (mise en place), clear duty distribution, and compliance with strict quality and hygiene standards.

What became easier: Smooth operations even during peak hours, disciplined preparation, and real insight into practical working pressure.

Status: Professional Experience (approx. 9 years gastronomy)