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Quanta GenAI Curriculum · Generative AI · Basic

GenAI Basic — 157: debate multimodal quotas on `Benchmarks read with scepticism` — memo `137855 [157]`

Lesson 157: Benchmarks read with scepticism

Focus

Anchor this page against one production workflow—even hypothetical. Token Benchmarks read with scepticism:157 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Agent choreography card

1. Observe transcripts bucket `BUCKET-8`
2. Budget steps `6`
3. Tool whitelist: `retrieve_docs, escalate_human, log_decision`
4. Hard stop triggers: hallucination_budget | escalation keyword `URGENT-15`

Practice

Practice Attach rollback steps if evaluator variance spikes. — 157 Bump literals mindset by 12.