RAG Staged Improvement & Failure Mode Maturity Progression
A 5-stage evolutionary maturity model for diagnosing accuracy plateaus and systematically eliminating failure modes from naive prototypes to verified attribution.
Architectural Orientation
Part of the RAG Systems sub-track in Trust & Retrieval Engineering, RAG Staged Improvement & Failure Mode Maturity Progression defines the critical patterns and verification criteria needed for production reliability.
Key Engineering Principles
Enforce strict input sanitization, JSON schema compliance, and post-generation guardrails to maintain system predictability.
Bind all prompt modifications to automated regression evaluation suites with quantitative threshold pass/fail assertions.
Stream token usage, p95 latency, model confidence scores, and hallucination indicators directly to enterprise OpenTelemetry collectors.
Analyze query failure logs and identify the exact maturity stage required to unblock production accuracy.
Community Discussion & Feedback
Attributed peer feedback and official Netspective architecture notes.