#llm
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.