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Alerts & Notifications

Know when an important model change needs your attention.

PinDiff turns upstream changes into relevant alerts using the models and revisions your team depends on, with your exposure beside each one.

Not every change needs your attention

Model repositories can change several times a week. PinDiff surfaces material changes — critical, high and medium significance — for the models you watch. Low-significance edits, and weight re-uploads in adapter, LoRA, GGUF and test repositories, stay in each model’s history without raising an alert.

  • Model weights
  • Licence
  • Remote code / configuration
  • Access / gating
  • Model card
  • Repository status

Dependency-aware alerts

The same kind of upstream change reads differently depending on the revision you recorded.

Important model change

example-org/protein-6b

  • Weights changed
  • Remote code changed
Recorded revision
main Floating
Exposure
Potentially affected
View evidence
Example

Upstream change

example-org/chat-7b

  • Weights changed
Recorded revision
3f9a2c1 Pinned
Exposure
Recorded revision does not automatically move.
Review upstream change
Example

How exposure is decided is explained in Revision Tracking.

How an alert is produced

  1. Dependency
  2. Upstream change detected
  3. Change classified
  4. Revision context checked
  5. Relevance determined
  6. Alert surfaced

Where alerts appear

  • Your workspace Available

    An alert for each dependency an upstream change is relevant to, with its attention level, recorded revision, exposure and the reason it matters.

    Open alerts
  • Email Available

    Notifications after PinDiff detects a relevant upstream change, immediately or in a daily or weekly digest, depending on your plan and notification settings.

  • GitHub pull requests Available

    The PinDiff Action lists model dependencies and upstream changes in the job summary. It is informational and never fails a build.

    GitHub integration
  • Webhooks Not available yet

  • Slack Not available yet

Next step

Want to understand how PinDiff produces this information?

How PinDiff Works explains how repositories are observed, compared and classified, and where the limits are.