Independent researcher & prospective graduate student focused on
Information Retrieval (IR), NLP, and robust retrieval systems under distribution shift.
Interested in how language, meaning, and retrieval reliability evolve across noisy online environments.
- Information Retrieval (IR)
- Robust NLP under distribution shift
- Retrieval systems in noisy/open-world environments
- Semantic anomaly & representation analysis
- OOD detection for embeddings and LLM systems
- Language & narrative shift across online communities
- OSINT-oriented text mining workflows
- Retrieval pipelines (BM25, dense retrieval, reranking)
- Embedding-space anomaly detection
- Semantic drift & temporal language shift
- Retrieval failure analysis under noisy data
- AI-assisted paper reproduction workflows
- Lightweight NLP/IR experimentation systems
| Track | Project | Repository |
|---|---|---|
| Foundation Series | Basic IR Search Engine | repo |
| Foundation Series | Dense Retrieval Benchmark | repo |
| Foundation Series | Hybrid Retrieval & Reranking | repo |
| Advanced Research | Retrieval Failure Analysis | repo |
| Advanced Research | Semantic Anomaly & OOD Benchmark | repo |
| Category | Project | Repository |
|---|---|---|
| Retrieval Papers | Contriever Reproduction | repo |
| Retrieval Papers | ColBERT Reproduction | repo |
| Retrieval Papers | SPLADE Reproduction | repo |
| OOD Papers | Paper A | repo |
| OOD Papers | Paper B | repo |
| Semantic Drift | Paper C | repo |
| Category | Project | Repository |
|---|---|---|
| AI Experiments | AI IRC Community | repo |
| AI Experiments | Movie Night | repo |
| AI Experiments | Signal Orb Garden | repo |
| Automation Tools | AI Server Tools | repo |
| Automation Tools | Paper Selector | repo |
| Automation Tools | German Admin Assistant | repo |
| Web Apps | Signal Garden | repo |
| Games | Hacker Narrative Game | repo |
| Games | Backrooms Prototype | repo |
| Creative Coding | OpenSCAD Gadget Generator | repo |
| Personal Utilities | Translation Helpers | repo |
- Hybrid retrieval systems
- Dense retrieval & reranking
- Embedding analysis
- Semantic anomaly detection
- Representation shift analysis
- Retrieval evaluation pipelines
- Small OSINT-style NLP tools
- AI-assisted research workflows
- Experimental utility prototypes
Python · IR · NLP · LLMs · Embeddings · FAISS · BM25 · Sentence Transformers