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LLMOps Basic — 053: quantify hallucination fallout on `Safety scaffolding for pilots` — memo `503282 [53]`

Lesson 053: Safety scaffolding for pilots

Focus

Anchor this drill to one production LLM workflow—even hypothetical. Token Safety scaffolding for pilots:53 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Token CFO scratchpad

- prompt_budget: 1616
- completion_budget: 590
- cache_key: `6ba4`

Hypothesis: halving completions moves P95 ~8% — record actuals.

Practice

Practice Draft three eval assertions QA must pass before prompt promotion. — 53 Bump 20.