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Quanta GenAI Curriculum · Generative AI · Basic

GenAI Basic — 153: iterate incident comms on `Benchmarks read with scepticism` — memo `258127 [153]`

Lesson 153: Benchmarks read with scepticism

Focus

Bias toward observable metrics, not model marketing. Token Benchmarks read with scepticism:153 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Agent choreography card

1. Observe transcripts bucket `BUCKET-18`
2. Budget steps `7`
3. Tool whitelist: `retrieve_docs, escalate_human, log_decision`
4. Hard stop triggers: hallucination_budget | escalation keyword `URGENT-15`

Practice

Practice Simulate degraded retrieval once; screenshot graceful degradation copy. — 153 Bump literals mindset by 34.