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📰 Dev.to · Dima Statz

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A GitHub Action That Fails the Build When Your Voice Agent Gets Worse

Dev.to · Dima Statz 📣 Digital Marketing & Growth ⚡ AI Lesson 2mo ago

A GitHub Action That Fails the Build When Your Voice Agent Gets Worse

Drop a CI gate on your voice agent's call quality in under 15 minutes. Commit a baseline of golden calls, add one Action to your workflow, and let a bad prompt/

Fail the Build When Your Voice Agent Gets Worse

Dev.to · Dima Statz 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago

Fail the Build When Your Voice Agent Gets Worse

Voice agents regress in ways no unit test catches — slower, colder, less compliant. Here's how to assert on call quality in CI and emit the signals as OpenTelem

Measure, Don't Estimate: Labeling Speakers Without a Gated Model

Dev.to · Dima Statz 📐 ML Fundamentals ⚡ AI Lesson 2mo ago

Measure, Don't Estimate: Labeling Speakers Without a Gated Model

Diarization usually means a gated, token-walled model. For the common two-speaker call, a few dozen lines of pitch clustering beat reaching for the big model. A

Your AI Voice Agent Is a Black Box. Here's How to Open It.

Dev.to · Dima Statz 🤖 AI Agents & Automation ⚡ AI Lesson 2mo ago

Your AI Voice Agent Is a Black Box. Here's How to Open It.

LangChain and LangSmith trace your agent when it types. The moment it speaks on a phone call, they see tokens, not audio. Here's how to get structured signals o