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From Algorithms to All-Stars: How AI Is Constructing the Sports Legends of the Future

Forum 1 day ago

From Algorithms to All-Stars: How AI Is Constructing the Sports Legends of the Future

Superstars were made. Today, increasingly, they're manufactured. Welcome to the era when artificial intelligence not only enhances sports—it overwrites the rulebook. On practice fields and in scouting rooms across the globe, AI is behind the scenes converting raw ability into global-grade performance.

We have arrived at a point where greatness can be predicted by numbers before it appears on a scoreboard. Where a player's potential is tracked not just by human instinct but by machine precision. In this new game, the next sports legend might not be found on highlight reels—but in a hard drive.

AI in Action: From Training Reps to Talent Maps

The technology that will shape tomorrow's sports champions isn't theoretical. It's already hard at work behind the scenes. AI tracks everything from sprint profiles to hydration levels, fatigue curves, reaction time, and even mood. The reward? Coaches don't simply observe anymore—now they base their decisions on what they learn from the data.

Take soccer, for example. AI algorithms now study thousands of moving balls per game to discover how to spot the game. In tennis, motion sensors break down a serve frame by frame to refine form. Basketball players employ shot-tracking cameras in an effort to refine arc, spin, and rhythm.

https://lh7-rt.googleusercontent.com/docsz/AD_4nXc7mPON15xVXPXsLqW2MFX-PfEeuoIeOg1z6HjrhcOu4elNdKf_UrlifdO_2blWggKZjDVSwaZprsMw3csVjGCG05fZ_I1gWLCWIVFKQu2G0S46iJx1zvRCAmQFE4Lzjz7-qryh?key=cNR9rn3e8hcElLwEPgtusg

And it's not just the professionals who are benefiting. AI is rapidly democratizing premium feedback so that high school students and weekend warriors can train like pros. They just need a wearable device and a smartphone, and today's young athletes get coaching insight that used to cost tens of thousands in terms of personnel and facilities.

Just as Melbet, a casino and sporting events betting site, tailors its interface on the basis of user behavior, AI for sports is doing the same for athletes. Just like one's online casino India experience must be made in order to maximize interaction and performance, these sporting sites do it for each and every session based on real-time feedback. No longer one-size-fits-all; now hyper-personalized, data-driven design. That is the potential of AI—not simply analyzing what has already occurred, but actually influencing what will happen.

Where AI Is Leading the Rise of Superstars

Behind every breakout trend of the times may lurk a smart system working in the background. The role of AI is the entire gamut—from unearthing hidden abilities to converting that ability into performance under pressure.

Here’s a breakdown of how it’s working:

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

These technologies are already being used by big league franchises in the NFL, NBA, Premier League, and Olympic training facilities. But what's truly exciting is the way AI is revolutionizing youth development. The next Serena, Messi, or LeBron may not be spotted on a court—they may be identified by an algorithm in a training app.

The Human Element Still Matters

For all of its promises, AI does not make hearts. It does not drive. It does not put in extra time in overtime or deliver a locker room pep talk. It's an accelerator at best—not a replacement.

Human coaches still interpret the data. Parents still stoke the original passion. And players still have to want it more than the numbers inform them. Emotional intelligence, grit, and instinct still are the intangibles that separate good from great.

https://lh7-rt.googleusercontent.com/docsz/AD_4nXdu4kgtIHpnTJjbk92E4CotjMYbnuTOdF70VJn3NTC1EscbFvMqDEU4Nbjc0UOKgVNayLoSOij3agrBY0UQiytJeOBNh24rEjFpP5-vYQl5Nzi2OYmvBoeQgZrowweb_znBQHyE8A?key=cNR9rn3e8hcElLwEPgtusg

And there are limits, too. Data is not objective. Data is susceptible to bias. Algorithms are injected with bias based on what they're trained on. The worth of a player can't always be quantified—especially in games where rhythm, swagger, or swagger can win or lose a game.

But complete avoidance of AI would be similar to avoiding a GPS just because you enjoy having a paper map. The smart choice is moderation: blending cold data with warm intuition.

What the Future Might Bring

Flash forward five years, and we might have entire athlete development ecosystems running on AI. Think:

  • High school athletes wearing smart jerseys that upload performance data in real-time

  • College recruiters searching the world through AI dashboards for prospects

  • Personalized recovery regimens transmitted instantly by AI health monitors

  • Strategy sessions guided by predictive models simulating 10,000 possible game scenarios

This is beyond innovation—this is reinvention. This is a shift from potential being discovered to potential being developed.

AI is not here to suck the soul from sport. It's here to tune it. It doesn't remove the magic of greatness—it just allows us to find it earlier and more clearly. The legends of tomorrow will not just be made of grit and grind. They'll be made of gigabytes too. And for those willing to embrace both mind and machine, the future looks like a completely different game.

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