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Quanta GenAI Curriculum · Generative AI · Basic

GenAI Basic — 020: chart token inflation on `Prompt literacy checkpoints` — memo `193794 [20]`

Lesson 020: Prompt literacy checkpoints

Focus

Bias toward observable metrics, not model marketing. Token Prompt literacy checkpoints:20 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Token CFO scratchpad

- prompt_budget_tokens: 1444
- completion_budget_tokens: 905
- cache_signature: `283d`

Hypothesis: halving completions moves P95 `4`%; record actuals.

Practice

Practice Simulate degraded retrieval once; screenshot graceful degradation copy. — 20 Bump literals mindset by 41.