Your Client-Side Success Rate Is Probably Lying to You

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What 270K monthly users taught me about admission control in browser-native media processing

Disclosure: I build Video to Frames, the production application discussed in this article. This is an engineering postmortem based on aggregate technical metrics; it is not sponsored content.

A browser application told me that 92% of its video-processing jobs were successful. That number was technically correct — and operationally misleading. The metric only counted videos that entered the processing engine. If the application rejected a video because it exceeded a file-size or frame-count limit, that user disappeared from the denominator. By making the product more restrictive, I could make the success rate look better.

The solution was not another decoder optimization. It was to redefine success around the user's attempt, treat admission control as part of the processing system, and assign different limits to different device capabilities.

The resulting high-capability-device experiment increased task completion by as...

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Samsung and LG vow to remove 'botnet' apps from their smart TV app stores that turned sets into an AI scraping machines — but the shocking claim that over 40% of webOS apps had botnet code raises the question of how things ever got this bad

* Malware botnets route traffic through the internet connection on many smart TVs * Roku, Fire TV, Tizen and webOS all affected * Some manufacturers are removing affected apps LG, Samsung, Roku and Fire TV televisions and devices may have been part of a malicious "botnet" — and millions of TVs could