Personalizer Client
cloud · azure.com
Watched for drift — classified from the API's own spec; not yet a gate-proven pack.
Personalizer Service is an Azure Cognitive Service that makes it easy to target content and experiences without complex pre-analysis or cleanup of past data. Given a context and featurized content, the Personalizer Service returns which content item to show to users in rewardActionId. As rewards are sent in response to the use of rewardActionId, the reinforcement learning algorithm will improve the model and improve performance of future rank calls.
Install
watched · not yet packagednpx verifyport add azure-com-cognitiveservices-personalizer --lang python npx verifyport add azure-com-cognitiveservices-personalizer --lang go npx verifyport add azure-com-cognitiveservices-personalizer --lang node Agent trust (law 4)
the agent verdict →A tool has degraded — pin to a known-good version.
Behavioral replay
No live replays yet — this connector is spec-monitored. Behavioral proof arrives with credentialed, read-only replay.
Drift timeline
No drift recorded yet — the spec has held its shape.
Spec history
- 1d ago 17 tools CLEAN:16 HANDLEABLE_VARIANT:1 residual 6%