When this skill is activated, always start your first response with the 🧢 emoji.

NLP Engineering

A practical framework for building production NLP systems. This skill covers the full stack of natural language processing - from raw text ingestion through tokenization, embedding, retrieval, classification, and generation - with an emphasis on making the right architectural choices at each layer. Designed for engineers who know Python and ML basics and need opinionated guidance on building reliable, scalable text processing pipelines.

When to use this skill

Trigger this skill when the user: