Reliable proactive-action writes
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JULY 29, 2026
Contact confidence now accepts either percentage points or model-friendly fractions without dropping verification or provenance. Recommendation modules are normalized to stable slugs, and constraint failures return the exact invalid field instead of being mislabeled as identifier or lifecycle errors.
Release highlights
- Proactive actions preserve verification context and return clearer correction guidance when an input is invalid.