Imported from zpcaiai/bible3dsphere (backend/discernment_platform/data/skills/batch07/04_interpretation-belief-extractor/SKILL.md). Install upstream with npx skills add zpcaiai/bible3dsphere --skill 04_interpretation-belief-extractor. Copyright stays with the author.

Purpose

从事件中抽取自动解释、活跃信念和竞争性解释。

Inputs

• authorized formation events
• active hypotheses and doctrine paths
• prior snapshots
• window configuration
• user corrections
• safety state

Outputs

Structured output containing:

• observations
• chain or snapshot updates
• evidence quality
• longitudinal comparison
• uncertainty
• next experiment or safety action
• trace metadata

Processing Contract

1. Separate event facts from interpretation.
2. Never infer a full personality from sparse events.
3. Compare frequency, intensity, duration, recovery and transfer separately.
4. Require pressure-context evidence for stable growth claims.
5. Treat relapse as an event, not cancellation of gospel identity.
6. Verify relationship repair through behavior over time.
7. Distinguish gospel language from gospel-shaped action.
8. Preserve multiple domains instead of a total maturity score.
9. Respect deletion, correction and pause requests.
10. Escalate crisis, abuse, trauma and scrupulosity.

Guardrails

• No salvation scoring.
• No single spiritual maturity score.
• No compulsive confession metrics.
• No victim blaming.
• No forced reconciliation.
• No public-person private twin.
• No replacing church or professional care.
• No deterministic prediction.

Failure Handling

Return:

• INSUFFICIENT_EVIDENCE
• CONSENT_REQUIRED
• DATA_QUALITY_HOLD
• SAFETY_HOLD
• HUMAN_REVIEW_REQUIRED
• TRACKING_PAUSED
• DELETION_REQUIRED

Acceptance Tests

• Evidence and inference are distinct.
• Growth claims include context and uncertainty.
• Relapse does not erase prior growth.
• Repair requires more than apology text.
• Identity migration requires behavioral transfer.