Building an ontology for a sensitive product domain
Why the Sex Toy Ontology is an interesting test of inclusive modeling, product safety, and useful semantic infrastructure.
Blog
Technical notes and research insights.
Short articles on AI engineering, document processing, knowledge graphs, research software, open-source work, and building dependable systems.
What documenting GSoC taught me about open-source work
Lessons from recording the Ontology Time Machine project week by week instead of showing only the final result.
Where LlamaIndex fits in PDF processing
LlamaIndex is useful for contextual retrieval over documents, but deterministic extraction still needs validation.
Documentation is operational resilience
Clean code and concise documentation reduce single-person dependencies and make systems easier to maintain.
Zero-shot learning, explained simply
How models make useful predictions for tasks and categories they were never explicitly trained to recognize.
AI · data engineering · applied research
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