← Curriculum track ← Learn hub
Quanta GenAI Curriculum · LLMOps · Advanced

LLMOps Advanced — 163: pair eval regressions on `Audit-ready portfolio evidence` — memo `778962 [163]`

Lesson 163: Audit-ready portfolio evidence

Focus

Document interfaces between retrieval, prompts, and policy engines. Token Audit-ready portfolio evidence:163 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Token CFO scratchpad

- prompt_budget: 1799
- completion_budget: 590
- cache_key: `14711`

Hypothesis: halving completions moves P95 ~7% — record actuals.

Practice

Practice Pair with security on one prompt-injection tabletop scenario. — 163 Bump 23.