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Everyone's talking about AI in the media workflow — QoE optimization, multi-CDN decisioning, auto-cropping, clip and highlight generation. The demos look great. But the real question is: what's actually running in production?

That's the focus of our next Tech Meetup (Thu, July 30): not the pitch decks, but the practice, where AI is genuinely deployed in live media operations and content workflows, what broke on the way there, and what still keeps a human in the loop.

We'll open with two projects we're shipping at Qualabs:
AI for Live Operations — incident triage, root-cause-analysis and diagnosis automation during live events.
AI for Content Validation — moving highlight QC from a human watching every clip to LLM + multimodal validation.

We're looking for speakers — especially operators and engineers who've taken AI from proof-of-concept to real projects. If you've put AI to work somewhere in your workflow and have honest lessons from production, we want you on stage.

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