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Tilak Mishra
_tilakmishra_
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_tilakmishra_
11 days ago
FOOTBALL (SOCCER)
AI in Football
9
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_tilakmishra_
at
Bengaluru
11 days ago
FOOTBALL (SOCCER)
What is actually up with Indian football?
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_tilakmishra_
11 days ago
FOOTBALL (SOCCER)
Xabi Alonso to Chelsea?; The start of a new era
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_tilakmishra_
· Edited
16 days ago
FOOTBALL (SOCCER)
Real Madrid and Mourinho: The second coming or the last dance?
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 to deploy models like TacticAI. These predictive systems evaluate defensive setups to guess where the ball will land. Geometric deep learning networks model player configurations as graph structures to[ predict trajectory paths](https://www.getgoalsideanalytics.com/everything-you-need-to-know-about-pitch-control/#:~:text=Two%20years%20later%2C%20in%202018%2C%20the%20MIT,model%20that%20Spearman%20had%20presented%20in%202016.). In clinical tests, human expert raters preferred AI corner recommendations over human setups 90 percent of the time. Algorithms can generate fresh attack variations based on the opponent's weak spots.
[Finding talent ](https://www.getgoalsideanalytics.com/everything-you-need-to-know-about-pitch-control/#:~:text=Factor%20in%20some%20general%20acceleration%20and%20top,VP%20of%20Strategy%20and%20Analytics%20Luke%20Bornn%5B2%5D%5B3%5D.)used to require large armies of scouts traveling the world. That model is too slow for modern football. Advanced search algorithms scan thousands of global players every single day. Clubs like Benfica use these spatial data tools and global filtering to develop youth talent and pinpoint recruitment targets. Similarity algorithms analyze complex metric clusters like pressure resistance and progressive passing under pressure. High-dimensional vector embeddings map technical proficiency alongside physical durability across obscure leagues. Smart tools compare hidden gems in smaller leagues to established stars. A mid-table club can quickly find a bargain replacement for a departing player. This levels the playing field for teams with smaller budgets.
In-game adjustments have also shifted from subjective observation to quantitative decision-making. Reinforcement learning algorithms simulate thousands of tactical branch scenarios per second during a live match. These models calculate pitch control dynamics under altering formations. If a team drops into a mid-block structure, the algorithm calculates how passing channels narrow or expand in real time. Managers receive clear data regarding optimal substitution timing and tactical shape shifts to exploit defensive decay.
[Injuries](https://zone7.ai/case-studies/validation-study/validation-study-injury-risk-forecasting-with-zone7-ai/#:~:text=For%20many%20of%20its%20use%20cases%2C%20AI,injury%20risk%20forecasting%20based%20on%20available%20datasets.) ruin promising seasons and cost millions. Machine learning helps medical teams protect their athletes. Wearable GPS vests measure physical strain, mechanical load, and high-speed running metrics during every training session. Tree-based machine learning algorithms evaluate this multi-modal load data against historical strain markers. Long short-term memory recurrent neural networks analyze chronic-to-acute workload ratios across extended training windows. The system flags unusual fatigue levels early. Platforms like Zone7 can forecast non-contact soft tissue injury risks up to a week before an incident occurs. Coaches can rest a key player before a muscle tears. Keeping starters healthy keeps teams competitive longer.
Data will not replace human intuition entirely. The human element remains essential in sport. However, managers who ignore smart tools will fall behind fast. Tech and instinct must work together to create champions.](https://d32kj04sxj85qr.cloudfront.net/private/users/2498f4d8-80d1-70c3-4a27-d5d9ad3b4dff/clips/a74d40b8-2adb-4e4d-a1cb-7a025259e71a.jpeg)
? Evidence suggests that he had already accumulated 3 yellow cards and one red card before coming tot he field. This reveals gross negligence by officials and management. Such structural lapses show that breaking the rules has become completely normalized.
Consider "Vision 2047". This roadmap promised a strong Indian team competing in the World Cup. Instead, the top division is on hold. FSDL holds the commerical rights to all the assets of Indian football. However, on December 2025, after the contract had expired, no efforts were made to find a suitable replacement. The main dispute between AIFF and[ FSDL](https://en.wikipedia.org/wiki/Football_Sports_Development_Limited) is over the league's new commercial structure. FSDL demanded a 10-year freeze on promotion and relegation. This directly violates the AFC roadmap set out in Vision 2047. This was, quite simply, a purely bureaucratic mess.
The entire domestic ecosystem relied on a single 15-year commercial deal. Player wages were tied to guaranteed broadcast revenue. Once central funding stopped, clubs could not afford their own operating costs. A **lack** of widespread community support makes this worse. Football fandom is largely limited to East India, Goa, and parts of the South India. As a result, domestic clubs make negligible independent revenue from ticket sales, official merchandise, or player transfers.
Amid this crisis, the AIFF focused on trivial matters. They pursued a name change to the "Football Federation of Bharat." They also pushed for a mandatory four-minute song before matches. Indian football fans are left to wonder, how does it help the sport at a domestic level?
The AIFF’s handling of the national team perfectly mirrors this domestic chaos. They loudly boast about future World Cup appearances. Yet, they routinely fail to organize adequate training camps or secure quality opponents for international friendlies. Head coaches are hired and fired without any coherent, long-term strategy. This leaves players trapped in a revolving door of changing tactics and empty promises. Instead of building a genuine youth infrastructure from the ground up, the federation simply moves forward from one avoidable administrative crisis to the next. From the outside, it is a complete train wreck. The future of Indian football is just an endless cycle of vision documents that never translate into actual results.](https://d32kj04sxj85qr.cloudfront.net/private/users/2498f4d8-80d1-70c3-4a27-d5d9ad3b4dff/clips/9d0b864d-6221-47d9-a8aa-1aaf1090f39e.jpeg)
. For Alonso, possession is not passive. He uses possession to draw opponents forward and create space out wide. In possession, his sides shift into fluid shapes. The team plays short passes, in an attempt to move the ball quickly. Every player has defined roles, knowing precisely when and where to step up to cut off passing lanes. This is a very modern version of Total Football. With pre defined roles and beautiful interchange of play. When it works, it means a free flow football with beautiful passage of play. When it doesn't- well, Chelsea fans have the entire bevy of journalists and pundits to criticize the play.
## **What It Means for Chelsea**.
Alonso has a repeatable, structured system that work wonders (Ask any Bayer Leverkusen fan and they will agree). He often drops a central midfielder into the backline during build-up to create a three-man base, allowing wing-backs to push high and provide width. Moreover, Alonso relies on strict spatial organization. Players sitting in half spaces and exploiting the backline with clever runs is a Xabi team trademark.
Chelsea have all the key profiles that suit this style of play. Cole Palmer excels in the half-spaces where he can link the defense and the attack. If necessary, Morgan Rogers and Joao Pedro can also play in this half space as well. In the wide areas, Pedro Neto and Marco Palestra look promising as attacking wingbacks. Moisés Caicedo alongside Enzo Fernández in the double pivot to protect the defense of Colwill and Hato suits this setup naturally.
[Pre-season has shown early tactical adjustments](https://www.chelseafc.com/en/news/article/pre-season-briefing-2026-27-part-four-the-stats). Alonso opened with a 4-2-3-1 against Western Sydney Wanderers before switching to a 3-4-2-1 in a 3-0 win over AC Milan. In the recent game against Real Sociedad, Reece James was used as a midfield pivot. With a 5-2-3 in defense and a total 3-2-5 in attack. However, it is fair to say that the tactical foundation is still settling. With a few errors and glaring weaknesses still visible. Back-three setups face intense scrutiny in England. However, when implemented by a tactically adept coach, it wins leagues. Chelsea under Conte is the biggest example of this. Additionally, Alonso arrives after a challenging spell managing high-profile egos at Real Madrid. Chelsea’s younger dressing room may fit his coaching style better. However, early results will dictate how much patience he receives at Stamford Bridge.](https://d32kj04sxj85qr.cloudfront.net/private/users/2498f4d8-80d1-70c3-4a27-d5d9ad3b4dff/clips/96618ca4-b887-4010-b645-7f6ed23ef17f.jpeg)
José's tactics and approach are mostly about absorbing external pressure so as to not let it affect the players. In return, he demands absolute and unquestionable loyalty. In a team of superstars and marquee names, this was a flawed concept. His way-or-the-highway approach was not something the players could handle. Add several atrocious incidents: such as poking the Barcelona assistant coach in the eye, clashes with veterans Casillas and Ronaldo and fiery press conferences. All of it contributed to the toxicity of his first reign and the eventual parting of the ways.
Currently, Real Madrid is a hotspot of young talent. Jude Bellingham, Arda Güler, Aurélien Tchouaméni and Dean Huijsen are powerhouses in their positions. However, they are young players, crying out for stability after the Xabi stint. To counter the youth, senior players were also brought in: Marc Cucurella from Chelsea, Denzel Dumfries from Inter Milan and Ibrahima Konaté from Liverpool. All of this indicates one thing: a non-negotiable structure is being put in place.
That being said, Mourinho still has to deal with a new old problem. In order for Real Madrid to attackand defend effectively, the huge superstars with boatloads of talentin attack need to work in tandem. Vinicius, Bellingham and Mbappé are the main names that pop out. In order for the attacking threat to be realised, all three of them need to work in tandem. That is difficult because all of them occupy the same space and make similar line breaking runs. As things stand, all of it falls squarely on the shoulder of the manager to get this alignment done. It's easier said than done though. As his predecessors found, reconciliation is of the three is a difficult issue, both tactically and psychologically.
The Special One has always made his resentment of big diva-type star players clear. As was the case before in the first stint. The situations are similar. The team is filled with people who are talented and want an opportunity to show their talent as well. It is adapt or die time for Mourinho and a scathing test of wether the Special One has learned from his past mistakes or not.
As a spectator from outside: the realistic high of this season for Madrid is a league win and a significant push in the Champions league. They have the star power, the depth and the investment to justify this high as achievable. As for the lows, a public fallout with players or a squad freeze-out of Mourinho's tactics is not unreasonable to predict.
All eyes are on 22 August: either this is the greatest comeback of all time, or it goes down in flames. There is no in between. Once again, it is Jose Mourinho's headache to make the superstars feel valued while moulding an identity. Wether Jose is successful or not hinges entirely on his ability to change and learn from his previous mistakes. Whatever happens, the only thing guaranteed is a high octane season of drama.](https://d32kj04sxj85qr.cloudfront.net/public/users/2498f4d8-80d1-70c3-4a27-d5d9ad3b4dff/blogs/3445280d-d1ed-48f7-8add-0fceaecaf74f.jpg)