Script-per-Document-Type Ingestion Strategy
Building purpose-built, maintainable transformation scripts for heterogeneous enterprise document formats to prevent silent structural degradation.
Architectural Orientation
Part of the RAG Systems sub-track in Trust & Retrieval Engineering, Script-per-Document-Type Ingestion Strategy 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.
Generate a modular, schema-preserving Python/TypeScript extraction script tailored to a specific document format with golden fixture tests.
Community Discussion & Feedback
Attributed peer feedback and official Netspective architecture notes.