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LLMOps Advanced — 026: iterate incident comms on `Adapter vs prompt calculus` — memo `230749 [26]`

Lesson 026: Adapter vs prompt calculus

Focus

Anchor this drill to one production LLM workflow—even hypothetical. Token Adapter vs prompt calculus:26 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Token CFO scratchpad

- prompt_budget: 1859
- completion_budget: 725
- cache_key: `3465`

Hypothesis: halving completions moves P95 ~5% — record actuals.

Practice

Practice Attach rollback steps if cost-per-request crosses your guardrail. — 26 Bump 12.