Testing an AI voice agent is nothing like testing a standard application. You’re validating a live, real-time pipeline where WebRTC audio streaming, speech-to-text, LLM reasoning, and text-to-speech synthesis work together within milliseconds, every time a user speaks. Traditional QA processes and frameworks weren’t built for this. They
Recently, I read an article on LinkedIn that captured something many experienced developers have been feeling: software development is changing rapidly in the age of generative AI, but not always in ways we fully understand. One quote especially resonated with me: “An MIT professor called AI ‘a
When a telehealth platform starts to grow, its video infrastructure either grows with it or becomes the thing that holds it back. That’s exactly the crossroads Sessions Health reached. Their HIPAA-compliant practice management platform for mental health professionals had outgrown its self-hosted Jitsi setup, hitting reliability issues
Critical environments like emergency response, industrial IoT, and public safety are systems of systems: communications, data, and operational technology are tightly coupled, and failures propagate fast. VoIP is core operational infrastructure. It’s a dependency that other critical operations assume will work under stress, during incidents, and across
