I build systems where operational excellence and the human factor are not a trade-off — they are the same goal.
✨ "Life is more joyful when you live to serve." ✨
I'm an Operations and Technology leader with 10+ years of experience at the intersection of business, data, and engineering. My background spans logistics optimization at DHL, leading AI and Blockchain product teams at tech accelerators, and directing data science initiatives. I translate corporate objectives into executable technical roadmaps, bridge the gap between business strategy and engineering execution, and lead multidisciplinary teams (AI, Data Science, Backend, Frontend) to deliver measurable impact.
My work is grounded in a data-driven, human-centered philosophy: organizations succeed when their operational architecture treats people as the primary asset, not a variable to be optimized out.
My applied research focuses on organizational engineering — designing systems that make hybrid and remote teams measurably healthier and more effective.
| Publication | DOI / Link | Keywords |
|---|---|---|
| 📄 Productivity and Psychological Safety in Hybrid Teams: Designing a Management Framework (Bgust Model — Preprint, Zenodo, 2026) | Hybrid Work · Psychological Safety · Agile Governance · Value Metrics | |
| 📄 Additional preprints and working papers | Organizational Engineering · Data-Driven Leadership |
About the Bgust Model: A three-pillar organizational operating system designed to resolve the "leader's blind spot" in hybrid work environments: (1) Agile/Lean Program Governance to optimize value flow; (2) Value Metrics Architecture to replace vanity metrics with outcome indicators; and (3) Human Development Systems to institutionalize psychological safety. Validated on a field study of n=52 — 76.9% of the team showed "productivity theater" patterns and psychological safety at risk (M=3.12/5).
Where strategy becomes code. Each project demonstrates end-to-end capability across data engineering, systems programming, and leadership-oriented tooling.
| Project | Description | Key Technologies |
|---|---|---|
| 💼 Leader Dashboard: Strategic Operations Center | A Local-First governance platform that operationalizes the Bgust Model. Detects "productivity theater" patterns, predicts developer burnout risk from WIP telemetry, and runs local NLP sentiment analysis on daily standups — all without external cloud APIs. | Python FastAPI SQLite SQLModel React Vite Tailwind Rust (PyO3) JWT |
| 🚚 Logistics Route Optimization Engine | A high-performance logistics platform built as a polyglot monorepo. Solves the Travelling Salesman Problem (TSP) using a 2-Opt Rust engine exposed to Node.js via NAPI-RS (< 0.25 ms per computation). Includes ML-based driver-route matching and an interactive map dashboard. | Rust NAPI-RS TypeScript Express.js SurrealDB React Leaflet.js Docker |
| 💬 Feedback Analyzer | An API that classifies employee feedback to measure psychological safety, using sentiment analysis and NLP to surface actionable organizational insights from unstructured team communication. | Python FastAPI NLP Transformers |
| 🦀 bgustdown | Industrial-grade document ingestion engine built from scratch in Rust. Transforms PDF, DOCX, XLSX, ODT, and CSV files into clean Markdown and Apache Arrow datasets in milliseconds — engineered for LLM, RAG, and NLP fine-tuning pipelines. Published on Crates.io and NPM. | Rust NAPI-RS Apache Arrow HF Tokenizers lopdf calamine Crates.io NPM |
Data Science & Machine Learning:
Systems & Backend Engineering:
Databases & Data Warehousing:
DevOps & Tooling:
Always open to discussing data strategy, technical team leadership, or how to build resilient organizational cultures in the age of hybrid work.