任务编排出现幻觉后的双重生成与日志防护

• Critical automations are tagged by risk level and business impact.
• Request/response logs are enabled with secure retention policy.

1. Apply two-pass generation for high-risk outputs: draft then validator pass.
2. Add schema checks and hard constraints before executing side-effect actions.
3. Escalate uncertain/contradictory outputs to manual confirmation.
4. Review hallucination incidents weekly and update guardrail prompts.

• Guardrails reduce but do not eliminate hallucinations.
• Logging depth vs privacy/compliance requirements needs environment-specific tuning（需验证）.

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