VOICE AI & CALLING INTELLIGENCE

Event loop

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July 27, 2026·

Voice AIAI CallingEvent Loop

Why AI Voice Bots Crash at Scale: Diagnosing Event Loops and Concurrency in Outbound Calling (2026)

When you launch a 1,000-call outbound sales campaign, why do basic AI voice bots freeze, stutter, and drop audio? Uncover the engineering mechanics of blocked event loops, Python GIL contention, and worker thread starvation in 2026.

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