I'm a Ph.D. Researcher (unemployed) actively transitioning into roles as a Generative AI Developer, AI Architect, and Data Scientist. My work bridges the gap between mathematically rigorous complex systems research and high-performance, constraint-driven software engineering.

• PHIDS: A deterministic ecological simulation framework developed independently with academic and publication support from Uni Jena (PD Dr.-Ing. habil. Thomas Hinze). Engineered for uncompromised performance, it utilizes a strict Entity-Component-System (ECS) architecture, Numba JIT compilation, and O(1) spatial hashing to guarantee invariant execution. It features memory-decoupled Zarr/Polars telemetry pipelines and a natively integrated Model Context Protocol (MCP) server allowing external LLMs to read runtime snapshots and execute self-evolving experiments.

• CodaCite: A proof-of-concept, local-first GraphRAG document intelligence engine. Built with SurrealDB 3.0, DeepSeek-R1, and LangGraph on a modular Vertical Slice Architecture, it achieves character-level citation accuracy and multi-hop reasoning with zero data leakage.
• Project Janus: Synapse Edge 2026: An exercise in extreme Constraint Engineering and hardware-software co-design. It deploys a Dual-Engine inference stack (llama.cpp 70B/7B) and virtualized cognitive memory (Letta) on a consumer-grade 20L footprint, utilizing a Rust-native Rig framework and zero-trust bare-metal topologies (Proxmox, Talos Linux) (2.5th revision this year and probably at least partially outdated again).
• Industrial Component Anomaly Detection: An end-to-end computer vision pipeline evaluating MVTec datasets. Built on a strict Vertical Slice Architecture using Pixi, it deploys deep learning CNNs via supervised and unsupervised approaches to perform binary defect isolation followed by multi-class classification for highly localized flaws.

• Research Focus: Realising heterogeneous security landscapes for distributed collaborative security in large-scale static Wireless Sensor Networks (WSNs). My work provides optimal trade-off analyses of resource utilization, longevity, and robustness—aiming to broaden threat coverage while strictly minimizing energy expenditure.
• Authorship: Lead Author on 6+ peer-reviewed publications and three DFG project proposals on WSN security; Contributing Author on 2 additional papers.