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Quanta GenAI Curriculum · Generative AI · Basic

GenAI Basic — 136: quantify hallucination fallout on `Human-in-loop handoffs` — memo `112674 [136]`

Lesson 136: Human-in-loop handoffs

Focus

Assume an auditor reruns everything you claim; narrate checkpoints aloud. Token Human-in-loop handoffs:136 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Logging field note

| Field | Retention |
|-------|-----------|
| trace_id | 17 days |
| prompt_hash_sha256 | permanent |
| completion_excerpt_redacted | 24h hot, then cold vault |

Heuristic `pii-mask-v1` tags sensitive spans before persistence.

Practice

Practice Draft three eval assertions QA must greenlight before launch. — 136 Bump literals mindset by 16.