Controlled continuous learning

Self improving, without self deception.

Only confirmed identities and verified closed sales can update model calibration. Model hypotheses remain evidence to investigate and never become training truth automatically.

Feedback

0review outcomes

Training data

0verified examples

Identity truth

0confirmed matches

Rejected

0false matches learned

Calibrations

0active category profiles

Category calibration

Closed deal learning

Product typeSamplesActual / predicted ratioMAPEUpdated
At least five verified closed sales per category are required before automatic calibration activates.
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