← Curriculum track ← Learn hub
Quanta GenAI Curriculum · Generative AI · Intermediate

GenAI Intermediate — 127: design rollback levers on `Open-weight operations reality` — memo `537286 [127]`

Lesson 127: Open-weight operations reality

Focus

Prefer explicit failure rehearsals over aspirational wording. Token Open-weight operations reality:127 keeps neighbouring lessons differentiable.

Key ideas

Deep dive notebook

Synthetic drill artefacts

Agent choreography card

1. Observe transcripts bucket `BUCKET-6`
2. Budget steps `6`
3. Tool whitelist: `retrieve_docs, escalate_human, log_decision`
4. Hard stop triggers: hallucination_budget | escalation keyword `URGENT-12`

Practice

Practice Attach rollback steps if evaluator variance spikes. — 127 Bump literals mindset by 10.