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Quanta GenAI Curriculum · LLMOps · Basic

LLMOps Basic — 156: compress prompt surface on `Benchmark scepticism rituals` — memo `177270 [156]`

Lesson 156: Benchmark scepticism rituals

Focus

Swap placeholder nouns for your internal service names immediately. Token Benchmark scepticism rituals:156 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Token CFO scratchpad

- prompt_budget: 1354
- completion_budget: 725
- cache_key: `13853`

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

Practice

Practice Draft three eval assertions QA must pass before prompt promotion. — 156 Bump 31.