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Quanta GenAI Curriculum · Generative AI · Intermediate

GenAI Intermediate — 075: codify escalation ladders on `Code-generation review cadence` — memo `228147 [75]`

Lesson 075: Code-generation review cadence

Focus

Bias toward observable metrics, not model marketing. Token Code-generation review cadence:75 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Red-team tableau

1. Actor profile **script_kiddie**
2. Injection meme `OVERRIDE++184`
3. Detector gate `moderation-tier-3` + human pager `oncall-ai-2`
4. Telemetry fields `trace_id,user_bucket,redaction_notes`

Practice

Practice Simulate degraded retrieval once; screenshot graceful degradation copy. — 75 Bump literals mindset by 23.