Structured data & semantic tagging pipeline. Turns raw text (conversations, web pages, surveys) into tagged data for AI and search. Coordinators set ground truth; workers run LLM inference on windows. Scoring via cosine similarity. Python, FastAPI, OpenAI/Anthropic/OpenRouter, embeddings, Docker.

An action for incrementing semantic git tags

Organize bookmarks and browsing history with automated tagging and categorization.

Dashboard for Corpus Procession and Exploration (currently German-only). Streamlite based for teaching and research: txt/xml corpora to csv-based datasets,  nlp (frequencies, tf-idf, cosinus), pos-, semantic-tagging, cluster analysis (pca, mds, t-sne, umap, dendrograms), topic-modeling, word2vec, document-term-topic-index

Fine-tune GPT-2 models on philosophers’ quotes with semantic tagging, metrics visualization, and an interactive UI to generate new philosophical quotes.

FDA 483 regulatory observation tagging specification for drug, biologic, and medical device inspections.

LogMeal provides a Food Recognition Image API that detects foods, drinks, vegetables, fruits and prepared dishes from images. The platform offers semantic tagging including food group, dish and ingredients recognition, as well as nutritional information analysis with 35+ nutritional indicators and user intake history tracking.