Products and platforms I've led, with the problem, my role and the outcome.
Personal project · 2026Creator
Grow the Tree: learning opportunity solution trees
An open-source, browser-based game and guided workshop for learning opportunity solution trees, continuous discovery and the four big product risks.
- Practice mode: build a tree over nine levels for three fictional products
- 11-step workshop for your own product, with Markdown and JSON export
- Runs fully in the browser, and no data leaves the device
- Product discovery
- Opportunity solution trees
- JavaScript
- HTML/CSS
- GitHub Pages
- Open source (MIT)
SIX · 2026 (PoC)Architect & lead
Multi-agent market simulation
An event-driven multi-agent supervisor system in which every agent acts as a market participant, reasoning with LLMs and deep learning models to simulate market dynamics.
- Supervisor pattern orchestrating LLM-driven and deep learning agents
- Continuous training, validation and iterative rollout through CI/CD
- Project lead & planning
- Lateral leadership
- LLMs
- Agentic AI
- PyTorch
- Azure DevOps CI/CD
- Async
SIX · 2023 — 2026Architect & lead
Automated analytics & reporting platform
A scalable ETL and reporting platform that transforms financial datasets and delivers reports to customers through file transfer, email and web channels, without manual reporting cycles.
- Outputs in PDF, CSV, Excel, Parquet and TXT from one pipeline
- Automatic delivery plus a monitoring solution
- Many Tableau dashboards retired, saving license and maintenance costs
- Team lead and planning
- Python
- PySpark
- Databricks Volumes
- Azure Storage
- JavaScript
- HTML/CSS
- Playwright
SIX · 2023 — 2026Design & lead
Medallion lakehouse on Unity Catalog
Bronze, Silver and Gold data layers on Databricks Unity Catalog, with shared catalogs integrated into production pipelines and fully automated delivery.
- Daily incremental refresh with orchestration end to end
- Built-in data quality checks, monitoring and alerting
- Everything deployed through CI/CD
- Team lead and planning
- Databricks
- Unity Catalog
- PySpark
- Azure DevOps
SIX · 2023 — 2026Lead
Data integration across two platform migrations
A bidirectional integration between Databricks and Cloudera that kept analytics running while the underlying platforms changed twice.
- Coordinated several engineering workstreams
- Defined data governance standards and harmonized data sources
- Dashboards kept live through both transitions
- Databricks
- Cloudera / Hadoop
- Python
- Pyspark
- Tableau Server
- Data governance
ETH · 2016 — 2021PhD research
Experimental design and microscopy dataset pipelines
Python and MATLAB pipelines that turned large microscopy datasets on protein condensates into reproducible, publishable results.
- Contributed to peer-reviewed papers in Soft Matter, Nature Cell Biology, PRL, Science
- Supervised MSc and BSc thesis projects
- Mentorship & supervision
- Team Lead
- Python
- MATLAB
- Image analysis
- Reproducible research
- Research publication
- Speaker