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Applied AI·October 1, 2026·1 min read

Who are we expecting to save us from AI?

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The piece underlines a governance vacuum—everyone talks about AI disaster, but no actor has clear authority or aligned incentives to prevent it. If you’re deploying advanced models, assume external guardrails will be slow and fragmented and build your own risk thresholds, red lines, and escalation paths now.

Applied AI

Microsoft launches MAI-Transcribe-2-Streaming, a model for low-latency, real-time transcripts, and two new voice models, MAI-Voice-2.1 and MAI-Voice-2.1-Flash

Low-latency, low-cost streaming transcription plus upgraded voice models from Microsoft means real-time audio understanding is becoming a commodity primitive. If you run support, sales, or ops centers, the question isn’t whether you can afford call-level AI anymore—it’s which workflows you instrument first and how you handle the recordings.