Things I've built.
Production systems, research projects, and things that started as experiments and became real.
Womli
launching april 2026solo projectAI companion app built specifically for women. Conversational, contextually aware, built on a RAG pipeline that actually remembers what matters. This is the app I wanted to exist. I built it myself — product, backend, mobile, infra, everything.
Bachelor Thesis — MCP + Claude AI Workflow Automation
Researched and implemented Model Context Protocol integration with Claude to automate enterprise workflows. Evaluated accuracy, latency, and agent reliability across real business processes.
RAG Pipeline — Design Dataset Search
Built a production RAG pipeline for searching a large design asset dataset. Implemented hierarchical chunking strategy to preserve document structure and improve retrieval relevance.
Predictive Models — Video Game Dataset
Applied ML classification and regression models to predict game sales and ratings. Compared model performance across feature engineering strategies.
NLP / Text Mining Project
Built a text mining pipeline including tokenization, POS tagging, NER, and sentiment classification. Evaluated multiple NLP architectures on a domain-specific corpus.
AI Law & Ethics
Research and analysis on legal and ethical frameworks for AI systems.
Algorithms & Deep Learning
Deep learning implementations and algorithm analysis.
Statistics & R
Statistical analysis and modeling in R.
Collective Intelligence
Research into collective intelligence systems and emergent behavior.