Skills & Technologies
Current Research Stack
PhD Methods
Parallel Text & Transformation
Dataset registries, relation schemas, corpus construction, candidate generation, text reuse detection, semantic change, and transformation-spectrum analysis.
Hybrid Extraction
Rule-Based + LLM Pipelines
Structured extraction from messy humanities text, field normalisation, retry pipelines, proxy evaluation, agreement metrics, and manual audit workflows.
Agentic Systems
Language-Mediated Trust
Intent preservation, agent handoffs, tool-use traces, Logfire observability, MCP boundaries, and language-to-action drift in cyber-physical systems.
Languages & Core Tools
Python
SQL
Java
JavaScript
R
C#
VBA
Git
Jupyter
LaTeX
NLP, LLMs & Evaluation
HuggingFace Transformers
SentenceTransformers / SBERT
spaCy
Gensim
NLTK
OpenAI API
Anthropic API
Ollama
Prodigy
Prompt Engineering
LLM Evaluation
LLM Retry Pipelines
Text Reuse Detection
Semantic Change Analysis
Rule-Based Parsing
Lexical Extraction
Field Normalisation
Schema Design
Corpus, Retrieval & Large-Scale Data
Corpus Engineering
Dataset Registries
JSONL
Parquet
DuckDB
TF-IDF Retrieval
BM25
ANN Search
Candidate Generation
Similarity Scoring
Coverage Analysis
Audit Resolution
Machine Learning & Data Science
PyTorch
TensorFlow
Keras
scikit-learn
XGBoost
Topic Modeling
Clustering
Sentiment Analysis
Classification
Statistical Analysis
Visualization & Analytics
Relation-Space Exploration
Streamlit
Power BI
Tableau
Qlik Sense
Plotly
Matplotlib
Seaborn
DAX
Interactive Dashboards
Visual Analytics
Knowledge Graphs
GraphViz
TikZ Figures
PowerPoint Automation
Cloud, Data & Observability
Azure Databricks
Azure Synapse
Azure Blob Storage
Azure Logic Apps
Power Automate
AWS EC2
AWS DynamoDB
AWS Kinesis
MongoDB Atlas
Logfire
MCP Tooling
Trace Analysis
Pydantic AI Traces
Experiment Manifests
Schema Inference
Research & Collaboration
Technical Writing
LaTeX Manuscripts
Workshop Papers
Conference Presentations
Experiment Design
Proxy Evaluation
Manual QA
Research Presentations
Teaching
Stakeholder Communication
Business Analysis
Process Design