A quarry radio’s Riva pipeline finally beats the word-error target on held-out calls. Ops asks how that same stack gets installed in a cluster the same way every time. What answers that ask?
Select an answer to reveal the explanation.
Short Explanation
When the lab already won on word error, the next question is “install it the same way every time,” not “train again.” That packaging step is a Helm chart. Experiment first, then chart.
Full Explanation
A quarry radio whose Riva pipeline finally beats the word-error target on held-out calls should answer ops’ “install the same way every time” ask with a Helm chart as the packaging step after the successful experiment—not a new ASR trial. Civic ops need repeatable Kubernetes installs once lab success is proven; packaging is not another vocabulary fine-tune. Associate depth places Helm after experiment success so public deployments stay consistent.
Running another vocabulary customization because packaging always starts with fresh ASR fine-tunes fails by restarting experimentation when the ask is install repeatability. Writing a hand-written CUDA kernel installer that bypasses Kubernetes fails by inventing out-of-scope install machinery. Demanding an NCA-AIIO fabric redesign before any conversational app may be charted fails by importing infrastructure prerequisites the associate packaging step does not require.
Exam caveat: Helm packages a successful Riva stack for repeatable Kubernetes install; it is not a substitute ASR experiment. Operational check: freeze the winning ASR/NLP/TTS build, author or reuse a Helm chart that installs that build identically across environments, and smoke-test word-error on a canary before wider rollout.