#azure-openai
Artwork: Irises by Vincent van Gogh. The Metropolitan Museum of Art · Public domain
AI AgentsHybrid Activity Classification: Keyword Rules First, LLM Fallback
Keyword rules handle clear classifications, while an LLM receives only ambiguous cases. A confidence threshold controls escalation, reducing cost and latency without surrendering deterministic decisions.
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
Specialized briefing, debriefing, and classification agents behind an orchestrator are easier to prompt, test, and evaluate than one large agent, while connectors keep local and cloud modes replaceable.