Writing
Thinking out
loud.
On NLP, semantic search, production ML systems, evaluation methodology, and the craft of shipping models that actually work.
01
python react machine-learning llm synthetic-data pii matching langgraph
Building an AI-Assisted Group Matching Engine
How I built Blom — a full-stack system that takes a room of strangers, runs them through a feature engineering pipeline and constrained assignment algorithm, then hands the result to an LLM for review before a human operator signs off.
15 Mar 2026
02
adhd llm productivity neurodivergence ai-tools
LLMs and ADHD: A Genuine Help or a Gilded Crutch?
366 million adults live with ADHD — and they're 55% more likely than neurotypical peers to use AI at work. The gains are real. So are the risks beneath them.
8 Mar 2026
03
semantic-search nlp transformers production
Building Multilingual Semantic Search at Scale
How we fine-tuned transformer embedding models to serve millions of daily job-search queries across European markets — and what we learned about semantic drift.
15 Mar 2024