Automation Leverage in Turnaround Strategy

Automation Leverage in Turnaround Strategy Turnaround work is often described as a crisis discipline: reduce costs, preserve cash, stabilize operations and buy time. Those moves matter, but they are not enough. A durable turnaround also needs leverage: better systems, clearer information flows and repeatable execution. For Livio Andrea Acerbo , AI automation is useful in turnaround strategy when it improves the operating rhythm of a company. The point is not to add tools. The point is to remove friction from decisions that must happen every week. From cost control to operating clarity Cost control can stop the bleeding, but operating clarity creates the next phase. Teams need to know which products are profitable, which customers deserve attention, where working capital is trapped and which workflows create avoidable delay. Automation helps when it turns scattered data into a management cadence. Dashboards, exception reports, document summaries, pipeline reviews and cash visibi...

Mosseri confirms Instagram reduces video quality for posts that aren’t raking in views

In an AMA this weekend, Instagram head Adam Mosseri shared some insight into why some videos on the platform appear reduced in quality well after they’re posted, and it all boils down to performance. Responding to a question about old stories looking “blurry” in highlights, Mosseri said, “In general, we want to show the highest-quality video we can. But if something isn’t watched for a long time — because the vast majority of views are in the beginning — we will move to a lower quality video.” If the video later spikes in popularity again, “then we will re-render the higher quality video,” he said in the response, which was reposted by a Threads user (spotted by The Verge). Further elaborating in a follow-up reply, though, Mosseri added, “We bias to higher quality (more CPU intensive encoding and more expensive storage for bigger files) for creators who drive more views.” The comment has sparked concern from small creators in the replies who say it puts them at a disadvantage competing with others who have larger platforms. Meta has previously said it uses “different encoding configurations to process videos based on their popularity” as part of how it manages its computing resources.  The performance system “works at an aggregate level,” Mosseri said, “not an individual viewer level… It’s not a binary theshhold [sic], but rather a sliding scale.” In response to one user who questioned its fairness for smaller creators, Mosseri said the quality shift “doesn’t seem to matter much” in practice as it “isn’t huge” and viewers appear to care more about video content over quality. “Quality seems to be much more important to the original creator, who is more likely to delete the video if it looks poor, than to their viewers,” he said. Understandably, not everyone seems convinced.This article originally appeared on Engadget at https://www.engadget.com/social-media/mosseri-confirms-instagram-reduces-video-quality-for-posts-that-arent-raking-in-views-233033536.html?src=rss

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