Failure Lenses

System Design Patterns providing a structural map for automation reliability.
Fig 1. The Diagnostic Landscape.

Select a diagnostic lens to view specific constraints and failure modes.

AI Guardrails & Risk

This lens isolates failures of governance and probabilistic logic. Use it to identify where AI has been granted execution authority without the necessary structural constraints to prevent systemic drift.

Automation Failure Modes & FMEA

This lens isolates failures of execution. It examines why workflows that function correctly in isolation break when exposed to real-world variables, time, and scale.

CRM & Data Integrity

This lens isolates failures of data integrity. It examines how automation accelerates data entropy when trust anchors are not explicitly defined.

System Design Patterns

This lens isolates failures of design. It focuses on the structural decisions—synchronicity, coupling, and state management—that determine whether a system creates leverage or technical debt.