What I do
My work sits where AI, data and software engineering meet: analytics and machine-learning models, the data pipelines that feed them, the APIs around them, and the interfaces people actually use. I build end to end rather than stopping at a prototype - everything below runs on infrastructure I set up and maintain myself. AI is also a tool in the building itself, not only the subject: design review, code review, and the second pair of eyes a solo developer does not otherwise have. That is much of why one person can keep this many systems running.
Live systems
SporeHost
Booking and availability system In production
A guesthouse taking reservations through several external booking channels needs one place to see availability, and needs those channels kept in step with one another.
A booking and availability management system, in production for Przysiółek Spore. Availability syncs with external booking channels over iCal, so dates taken on one channel are reflected on the others.
Not linked: this is a live production system for a real client and sits behind authentication, so there is nothing an anonymous visitor could usefully see.
FastAPI · React · PostgreSQL · Docker · GCP
Retail_DB_Calc
Data analytics and ML teaching app Live
There is a gap between reading about an analytics technique and running it against a database large enough to behave like a real one.
An interactive data-analytics and machine-learning application: ten lessons, a live SQL sandbox over a 200,000-row retail database, RFM segmentation, BG/NBD customer-lifetime-value modelling, and sales forecasting with SARIMA and XGBoost.
FastAPI · React · SQLite · Docker
Open the live appretail.wilczynski-ai.dev
Also built
Smaller tools and services. Source is linked where the repository is public.
Agentic_IG_Tool
Instagram content pipeline
An agent-driven content pipeline for the same guesthouse client: pick a photo, draft a caption, route it through a Telegram review step, then publish. Operational.
FastAPI · Anthropic SDK · Gemini · SQLite · Instagram Graph API
browser-server
Browser automation server
A Playwright browser server exposing a single persistent session to an agent over HTTP, with SSRF guards and authentication.
FastAPI · Playwright · asyncio
SourceGitHub
b2b-prospector
B2B prospect finder
A command-line prospect finder with a pluggable search backend, a cached HTTP layer and a strict test suite.
Python · httpx · typer · pydantic v2 · SQLite · GitHub Actions
SourceGitHub
Technologies
Languages
- Python
- SQL
- JavaScript
- HTML
- CSS
Machine learning & data
- pandas
- NumPy
- scikit-learn
- XGBoost
- statsmodels / SARIMA
- BG/NBD lifetime value
- RFM segmentation
Backend & APIs
- FastAPI
- REST APIs
- iCal integration
- Alembic migrations
Data stores
- PostgreSQL
- SQLite
Frontend
- React
- Vite
- Semantic HTML
- Responsive CSS
Infrastructure
- Docker
- Docker Compose
- Caddy
- Google Cloud Compute Engine
- Linux (Ubuntu)
- Git