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Product
Codex
An iterative build-and-debug surface where frustration, persistence, and abandonment risk define whether users reach a working result.
AdaptingCoding & Debugging
Risk Level
Elevated
Recovery Rate
+22.5%
Active Capabilities
4
Governance
Within policy
Behavioural trends · 24h
Focus axes: Recovery · Persistence · Frustration · Abandonment Risk
RecoveryPersistenceFrustration
Active SOHMA capabilities
Operating on this product, within governance
- Clarification PromptsResolves ambiguous turns before user hesitation compounds.+18.4%Automated
- Response PacingModulates response cadence to reduce cognitive load.+11.2%Automated
- Reflection PromptsSurfaces moments where stepping back improves outcomes.+7.8%Automated
- Human Escalation RoutingRoutes high-stakes moments to human review by policy.+22.5%Escalation Required
Behavioural insight
What SOHMA is seeing on this surface
Pacing and reflection prompts lifted recovery after repeated failed build attempts.
Focus insights · tap to view evidence
Human outcomes
Composite indices · 90-day window
BaselineWith SOHMAHow metrics are derived:Recovery Persistence Frustration (↓) Abandonment (↓)