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Quanta GenAI Curriculum · Generative AI · Intermediate

GenAI Intermediate — 054: chart token inflation on `Evaluation harness depth` — memo `720642 [54]`

Lesson 054: Evaluation harness depth

Focus

Bias toward observable metrics, not model marketing. Token Evaluation harness depth:54 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Agent choreography card

1. Observe transcripts bucket `BUCKET-4`
2. Budget steps `8`
3. Tool whitelist: `retrieve_docs, escalate_human, log_decision`
4. Hard stop triggers: hallucination_budget | escalation keyword `URGENT-5`

Practice

Practice Attach rollback steps if evaluator variance spikes. — 54 Bump literals mindset by 28.