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Quanta GenAI Curriculum · LLMOps · Basic

LLMOps Basic — 159: compress prompt surface on `Benchmark scepticism rituals` — memo `888929 [159]`

Lesson 159: Benchmark scepticism rituals

Focus

Document interfaces between retrieval, prompts, and policy engines. Token Benchmark scepticism rituals:159 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Token CFO scratchpad

- prompt_budget: 1502
- completion_budget: 860
- cache_key: `13ca0`

Hypothesis: halving completions moves P95 ~6% — record actuals.

Practice

Practice Draft three eval assertions QA must pass before prompt promotion. — 159 Bump 35.