#multi-agent
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: Aristotle with a Bust of Homer by Rembrandt. The Metropolitan Museum of Art · Public domain
AI AgentsReal-Time Voice Debriefing with the Azure Voice Live API
How the field service assistant runs a hands-free, 8-step voice debrief over a persistent WebSocket loop — and how persona, scenario, and environment fixtures make it testable.
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.