
Why fluent voice agents can still write the wrong backend state, plus a reproducible ASR test and an operational reliability checklist.
AI Engineer building applied AI systems, automations, and developer tools.
I’m an AI engineer and founder of VolyxAI, building practical AI systems, automations, and developer tools. I write about applied AI, machine learning, autonomous agents, and lessons from shipping real products.
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