MLOps & AI governance events

Monitor model changes—not snapshots.

Keep a baseline for selected public models, datasets and discovery queries. Emit only meaningful transitions with stable event IDs, severity, metric deltas and current governance metadata.

7 event typeslicense, access, revision and trends
≤500 reposhard per-run bound
No GPUdeterministic metadata checks

For model governance and scouting

Detect license or gated-access changes, repository revisions, metadata changes and thresholded popularity movement without repeatedly diffing raw Hub snapshots yourself.

eventId — stable transition fingerprint
severity — governance priority
changes — field-level before/after
license — current license signal
gated — access status
downloads — thresholded trend input

Verified output sample

This sample was produced by the Actor from its stated public source. Download the machine-readable files above.

eventType: REPOSITORY_DISCOVERED
resourceId: Qwen/Qwen2.5-0.5B-Instruct
license: apache-2.0
gated: false
downloads: 5,289,997
pipelineTag: text-generation
Public Hugging Face Hub metadata only; no weights or private repositories are accessed. License classification is a monitoring signal, not legal advice.