Tech Meetup | "AI in Production: What's Actually Shipping in Media Workflows"

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.

"Faster Answers Under Pressure: An AI Root-Cause Co-Pilot for Streaming Ops"

Nicolás Caballero
When quality drops, the dashboard turns red. Explaining why is the hard part, complex diagnostic work under pressure. We'll share how we put an LLM in that loop: how to trust it at 3 a.m. when it's confident and wrong, how to keep it cost-effective, and where AI actually earns its place versus where it's just overhead.

"Pass, Fail, or Ask a Human: AI Quality Control for Video at Scale"

Emil Santurio
Producing highlights at scale means every clip needs a quality check before it airs. Clean cuts. Right moment. On-brand.
But here's the thing: quality isn't one thing. Some checks are mechanical rules. Some need you to actually look at the frame. Some are genuinely subjective and editorial.
The real challenge isn't "use AI it's knowing which tool fits each check. Pick the wrong one and you either miss errors or burn cost and trust.
We'll share the honest lessons from putting this into production: which checks we let code handle, which needed computer vision, which still need a human, and what we'd do differently.

One more talk coming soon.
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