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Quanta GenAI Curriculum · LLMOps · Basic

LLMOps Basic — 133: rehearse canary cutover on `Human-in-the-loop handoffs` — memo `90511 [133]`

Lesson 133: Human-in-the-loop handoffs

Focus

Assume an auditor replays your claims; narrate checkpoints aloud. Token Human-in-the-loop handoffs:133 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Token CFO scratchpad

- prompt_budget: 1258
- completion_budget: 590
- cache_key: `108d9`

Hypothesis: halving completions moves P95 ~4% — record actuals.

Practice

Practice List five adversarial prompts using your org's domain nouns. — 133 Bump 25.