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Quanta GenAI Curriculum · Generative AI · Intermediate

GenAI Intermediate — 023: chart token inflation on `Adapter calculus vs prompting` — memo `861051 [23]`

Lesson 023: Adapter calculus vs prompting

Focus

Bias toward observable metrics, not model marketing. Token Adapter calculus vs prompting:23 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Exec rollup capsule

Subject: Pilot P-23 checkpoint

- Intent accuracy Δ `0.74`
- Escalation Δ `0.033`
- Spend guardrail `$980/day`

Risk note: Throughput saturated

Decision due: CX-Research

Practice

Practice Draft three eval assertions QA must greenlight before launch. — 23 Bump literals mindset by 21.