Tag: data-governance

2 articles

• LLM Prompt Data Privacy in Production: Managing Prompt Data with PII Redaction, Retention Policies, and Audit Boundaries

  A systematic breakdown of prompt data privacy governance in LLM applications, covering PII redaction, retention policies, audit logs, vendor boundaries, and a go-live checklist to turn privacy governance from a 'not used for training' promise into a runnable engineering system.

  07/03/2026 llm-privacy / pii-redaction / data-governance / prompt-security / production

• LLM Fine-Tuning Data Governance: Stabilizing Model Quality with Versioning, Deduplication, and Contamination Detection

  An engineering deep dive into governing LLM fine-tuning datasets as production assets. Covers data version tracking, multi-level deduplication, train/validation contamination detection, quality gates, and model release rollback for trustworthy, reproducible, and auditable management.

  07/03/2026 LLM Fine-Tuning / Data Governance / Data Versioning / MLOps / Production AI