Selected work across AI search optimization, agentic NLP, research platforms, and computational astrophysics.
๐ข Active AI search optimization agency helping Chinese brands gain visibility in European AI-powered search environments (ChatGPT, Perplexity, Google AI Overviews). Building Answer Engine Optimization (AEO) strategies and tooling to ensure content is surfaced by LLMs across languages and cultural contexts.
- Python
- LLM APIs
- SEO/AEO
- Structured Data
Founding engineer role: Designed and built an end-to-end agentic pipeline that automatically extracts and structures experimental workflows from scientific literature using LLMs. Architected prompt engineering layer and multi-step reasoning to enable knowledge graph construction from unstructured text.
- Python
- LangChain
- Prompt Engineering
- LLM Orchestration
NLP-powered academic journal recommendation system built at Max Planck Institute. Uses sentence-transformers and FAISS for semantic search to match manuscripts with suitable journals. Delivered working prototype in under 3 weeks.
- Python
- FastAPI
- Angular
- PostgreSQL
- Docker
- sentence-transformers
- FAISS
Full-stack academic research platform for paper discovery and collaboration. Secured โฌ50,000 in funding from Max Planck Society. Participated in incubation programs. 100+ user interviews across research institutions. AI-powered features include paper summarization and conversational chatbot.
- Java
- Spring Boot
- Angular
- PostgreSQL
- Redis
- LLM APIs
Master's thesis analyzing the dynamic state of diffuse gas in the Universe using IllustrisTNG simulation data. Processed large-scale cosmological simulations using Python and C++ on HPC clusters. Supervised by Prof. Dr. Volker Springel at Max Planck Institute for Astrophysics.
- Python
- C++
- HPC/Slurm
- NumPy
- Simulation Analysis
Investigated dark matter deficiency in galaxies NGC1052-DF2 and DF4 using N-body simulations. Ran simulations in C++ and analyzed hundreds of GB of simulation data in Python to understand these anomalous ultra-diffuse galaxies.
- C++
- Python
- NumPy
- matplotlib