#azure-openai
Artwork: Irises by Vincent van Gogh. The Metropolitan Museum of Art · Public domain
AI AgentsHybrid Activity Classification: Keyword Rules First, LLM Fallback
A two-tier classifier that answers the easy cases with deterministic keyword rules and escalates only the ambiguous ones to an LLM — cutting cost and latency while keeping a confidence threshold in control.
Artwork: Diana and Her Nymphs Departing for the Hunt by Peter Paul Rubens. Cleveland Museum of Art · Public domain
AI AgentsDesigning a Multi-Agent Field Service Assistant
The architecture of a field service assistant built with FastAPI and Pydantic v2: specialized briefing, debriefing, and classification agents behind an orchestrator, with swappable connectors and persistence.