Inside the Harness: Deterministic Systems

Klaviyo explains its architecture for managing analytics agents, moving away from unstructured context files toward a cascading disclosure model and deterministic guardrails. The company argues that instructions given to AI models act merely as suggestions, requiring structural interventions like PreToolUse hooks, routing rules, and semantic layers to ensure operational correctness. Open article →