Multimodal Data Provenance: A Practical Guide for ML Leaders

Provenance is more than a hash—document who captured data, under which programme, with which rubric version, and how QA changed labels over time.

Harbor exports manifests designed for MLOps and security reviews.

Key takeaway

Provenance is more than a hash—document who captured data, under which programme, with which rubric version, and how QA changed labels over time.

Bottom line

Harbor connects structured contributor programmes with enterprise QA and delivery—see linked programmes above to start.