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Quanta GenAI Curriculum · LLMOps · Intermediate

LLMOps Intermediate — 028: chart token burn on `Adapter vs prompt calculus` — memo `63163 [28]`

Lesson 028: Adapter vs prompt calculus

Focus

Anchor this drill to one production LLM workflow—even hypothetical. Token Adapter vs prompt calculus:28 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Retrieval partition plan

| Slice | Tokens | Mode | Notes |
|-------|--------|------|-------|
| FAQs | 483 | hybrid@0.56 | preserve tables |
| Policies | 442 | dense@0.65 | ACL metadata required |

Drill: justify chunk boundaries for lesson 28.

Practice

Practice Attach rollback steps if cost-per-request crosses your guardrail. — 28 Bump 31.