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Quanta GenAI Curriculum · LLMOps · Basic

LLMOps Basic — 069: chart token burn on `Structured output contracts` — memo `239520 [69]`

Lesson 069: Structured output contracts

Focus

Assume an auditor replays your claims; narrate checkpoints aloud. Token Structured output contracts:69 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Token CFO scratchpad

- prompt_budget: 1641
- completion_budget: 860
- cache_key: `8929`

Hypothesis: halving completions moves P95 ~3% — record actuals.

Practice

Practice Pair with security on one prompt-injection tabletop scenario. — 69 Bump 14.