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Tenant adaptation

Understand the tenant-adaptation rollout boundary and the manual controls available today.

Tenant adaptation is the reserved name for two per-project, opt-in capabilities: threshold proposals and tenant-adapted classifiers. It is a beta, experimental capability with a milestone-gated rollout.

Current status#

Beta / experimental

The current runtime uses manual threshold changes and static artifacts. Label persistence, proposal computation, and tenant-specific adapter serving are later rollout milestones. The current capability map does not include project.labels.write or dashboard actions for these operations.

Integrity ships static classifier artifacts. Project thresholds change only when a user with project.policy.write edits policy. Nothing learns from live traffic, and no adaptation work runs in the request path.

Mechanisms#

MechanismScopeHow it changesStatus
Project threshold tuningGateway verdict boundariesYou edit flagged and unsafe values manually.Live
INT-CoT source-model calibrationReasoning thresholds by source modelA static map ships with the classifier artifact.Live
Threshold proposalsSuggested operating points per guardProposed from reviewed labels and applied by a human.Experimental (M2)
Tenant-adapted classifiersClassifier decision boundariesScoped as an offline adapter engagement on reviewed labels.Experimental (M3)

Rollout gates#

The operational sections for tenant adaptation remain unpublished until their runtime contracts exist. Each milestone requires the following evidence:

MilestoneRequired runtime evidenceCurrent status
Trace labelingLabel persistence, a write API, project.labels.write authorization, and trace-review UI.Experimental (M1)
Threshold proposalsAn offline proposal job, proposal persistence, labeled-set impact output, and a human apply or dismiss action.Experimental (M2)
Tenant-adapted classifiersAn offline adapter lifecycle with validation, serving isolation, version attribution, and rollback.Experimental (M3)

What to do today#

Start in Observe. Review representative traces and score distributions, correlate results with your application logs, and edit thresholds manually on the policy screen. See Thresholds and calibration for the current workflow.

Data boundary#

Changing the project content mode changes what telemetry may retain. It does not enable labels, proposals, weight updates, or adapters. The production runtime does not use traces or security events to change classifier weights, fit project thresholds, or change policy.