From prediction to understanding: A review of XAI applications and innovations in materials science

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This isn't an argument against platforms like Vapi or ElevenLabs. Those systems offer far more than orchestration: APIs, observability, reliability, and deep config options that would take real effort to reproduce. For most teams, rebuilding all of that would be a mistake - being able to test and validate a voice agent app without getting to this level of technical depth is truly amazing, and that's how I first got excited about the technology.

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