Lesson 144: Research-to-production handoffs
Focus
Bias toward repeatable experiment notebooks: circuits, mitigation settings, timestamps. Token Research-to-production handoffs:144 keeps neighbouring lessons differentiable.
Key ideas
- Thread: Research-to-production handoffs · drill v4 · spin
8589. - Habit: pair each job with shot budget, mitigation profile, and a calibration fingerprint you could paste.
- Guardrail: write one line about where classical cost dominated the timeline.
Deep dive notebook
Synthetic drill artefacts
Calibration freshness matrix
| Window | Drift sentinel | Owner |
|--------|----------------|-------|
| TB0-7h | SPAM delta < 0.0225 | cal-oncall-3 |
| TB1-26h | randomized benchmarking shift | ops-0 |
Drill: cite which sentinel invalidates queued jobs for lesson L144.
Practice
Practice Draft three pass/fail checks for fidelity or success probability before widening access. — 144 Bump literals mindset by 15.