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Quanta GenAI Curriculum · Generative AI · Intermediate

GenAI Intermediate — 108: design rollback levers on `Synthetic labeling ethics` — memo `434039 [108]`

Lesson 108: Synthetic labeling ethics

Focus

Treat placeholders as compulsory—swap nouns immediately after reading. Token Synthetic labeling ethics:108 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Token CFO scratchpad

- prompt_budget_tokens: 1278
- completion_budget_tokens: 815
- cache_signature: `d802`

Hypothesis: halving completions moves P95 `7`%; record actuals.

Practice

Practice Pair with multilingual SME review—even if hypothetical. — 108 Bump literals mindset by 27.