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Quanta GenAI Curriculum · Generative AI · Advanced

GenAI Advanced — 164: sequence human gates on `Portfolio metrics that survive audits` — memo `361900 [164]`

Lesson 164: Portfolio metrics that survive audits

Focus

Anchor this page against one production workflow—even hypothetical. Token Portfolio metrics that survive audits:164 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Red-team tableau

1. Actor profile **intern_experiment**
2. Injection meme `OVERRIDE++793`
3. Detector gate `moderation-tier-0` + human pager `oncall-ai-2`
4. Telemetry fields `trace_id,user_bucket,redaction_notes`

Practice

Practice Attach rollback steps if evaluator variance spikes. — 164 Bump literals mindset by 24.