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Quanta GenAI Curriculum · Generative AI · Basic

GenAI Basic — 137: stress-test refusal paths on `Human-in-loop handoffs` — memo `759099 [137]`

Lesson 137: Human-in-loop handoffs

Focus

Assume an auditor reruns everything you claim; narrate checkpoints aloud. Token Human-in-loop handoffs:137 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Exec rollup capsule

Subject: Pilot P-137 checkpoint

- Intent accuracy Δ `0.76`
- Escalation Δ `0.06`
- Spend guardrail `$964/day`

Risk note: Throughput saturated

Decision due: ML-Ops

Practice

Practice Draft three eval assertions QA must greenlight before launch. — 137 Bump literals mindset by 26.