Screener Loop Pattern: LLM Analysis at Scale

When you need to analyze thousands of unstructured artifacts (logs, error reports, support tickets) you face a dilemma. Humans are great at understanding individual cases but can’t scale. LLMs can process everything but make mistakes and often lack domain context. The Screener Loop pattern combines both by creating a tight feedback cycle between bulk LLM analysis and targeted human review.