A coaching-inn yard’s Riva hear–understand–speak path works on one machine. Festival coaches arrive tomorrow. What is the official production-scale step?
Select an answer to reveal the explanation.
Short Explanation
One good booth becomes a festival fleet with the official Helm chart—not with photocopying cables by moonlight. Charts are how a working path goes production.
Full Explanation
When a coaching-inn yard’s Riva hear–understand–speak path works on one machine and festival coaches arrive tomorrow, the official production-scale step is to deploy the official Helm chart so the conversational app can scale rather than copying the bench by hand.
Hand-copying the bench setup onto each festival machine without a chart fails repeatability and operations discipline. Retraining every Riva model overnight because scale always means new weights fails: traffic scale is not the same as needing new model weights. Replacing the conversational path with a VIA cluster product invented for video fails by inventing a video-scale product and abandoning the working Riva path.
Exam caveat: working bench → Helm chart for production scale. Scale ≠ mandatory retrain; VIA initials are not a conversational Helm substitute.
Operational check: package the inn’s conversational app with the official Helm chart; dry-run replica increases; load-test festival peak; keep model weights stable unless quality metrics—not crowd size alone—demand adaptation. In municipal platform operations, record the chosen performance lever and the rejected alternatives in the change record so future on-call engineers understand the failure modes avoided for citizen services. Re-check the decision after the next traffic spike or model update to ensure the same answer still holds for the city's estate.