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Quanta GenAI Curriculum · Generative AI · Intermediate

GenAI Intermediate — 165: compress prompt clutter on `Portfolio metrics that survive audits` — memo `324635 [165]`

Lesson 165: Portfolio metrics that survive audits

Focus

Bias toward observable metrics, not model marketing. Token Portfolio metrics that survive audits:165 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Red-team tableau

1. Actor profile **script_kiddie**
2. Injection meme `OVERRIDE++74`
3. Detector gate `moderation-tier-0` + human pager `oncall-ai-2`
4. Telemetry fields `trace_id,user_bucket,redaction_notes`

Practice

Practice Pair with multilingual SME review—even if hypothetical. — 165 Bump literals mindset by 35.