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Builds a production system that maps a real-time media landscape into actionable signals using streaming pipelines and NLP, aiming for continuous measurement and testing to detect model drift and performance degradation. Uses Scala and streaming frameworks to push correctness earlier via functional techniques, and connects observability into the pipeline so metrics and logs show when retraining or pipeline fixes are needed. Describes a working platform at Zignal Labs and practical engineering tradeoffs.

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  1. 0:00Start
  2. 1:20What kind of best practices are you going to share?
  3. 1:48What kind of best practices are you hoping to learn?
  4. 2:16How did Scala change your life? How will functional programming improve the next 15 years for you and the rest of us?
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