5 changes1 revision
Identity learning foundation and safer matching controls
Visual evidence and implementation notes are available.
What changed
- Added bounded identity-profile storage and evidence rulesThe system can keep a versioned identity profile per student and select a limited, diverse set of approved evidence.
- Review decisions can feed learning requests safelyA confirmed, good-quality staff decision can create bounded learning evidence without changing the original review decision.
- Face scanning now adapts to group-photo coverageScan profiles can choose deeper coverage for demanding archive photos while retaining bounded face-count and budget limits.
- Near-tie results can use school context without overriding similarityA same-class or same-year signal can reorder only close face-search candidates; it cannot create a candidate or overrule a materially stronger match.
- Profile builds, shadow comparison, and deletion use guarded queuesProfile work can run in bounded, retryable jobs, compare against the legacy path without changing live suggestions, and remove provider-side identity data when a profile is deleted.