Jonathan Stoop

Karim Coulibaly will be a subject of interest in the summer window. I flagged him earlier in the season as he broke into the first team - my notes at the time: His standout quality is the huge action radius his large frame and long limbs provide as a central defender. – Extra reach to block and tackle – Long strides to cover space – Out-to-in diagonal passes on his left foot The developmental picture is more complicated. – His strength and coordination hasn't caught up with his frame - he's still learning to move his body in reactive situations which costs him in tight spaces or little time. – Signs of cognitive overload from a player making a significant jump in playing level - he's coped but hasn't figured out how to assert himself yet. Sort of reminds me of what a teenage Gabriel might have looked like. His market value will be priced based on what he could be rather than what he currently represents. Another season at Bremen would likely be best for his development but many top European clubs will see him as a market opportunity.

My personal knowledge base in Obsidian is my attempt to deconstruct my intuition and deliberately improve it. My Zettelkasten mirrors same architecture as expert intuition, but made visible. Chunking through wikilinking - connecting ideas by their shared logic and substance. Indexes (topics) as the hierarchy. Creating and navigating the connections carves the navigational system. Writing is how I internalize my ideas and their connections to other ideas, rather than just recording them. The act of writing is the mechanism. The structure operates without the overhead of having to navigate through noise, similar to how intuition runs subconsciously. I generate ideas and connections consistently without brute force.

An expert's intuition is not just instinct but a structured hierarchy of information running below awareness that knows what to focus on and what to ignore. Novices in any domain lack this filter, which is why experts generally perceive less than novices. An elite midfielder checks his shoulder once for the same information that average midfielders struggle to see with multiple scans. A chess grandmaster isn't counting piece values mid-game. The pieces are felt intuitively rather than calculated. Experts have internalized which cues matter and narrow attention before anything irrelevant reaches conscious processing. Knowledge becomes a filtering system that runs without conscious overhead - we call this intuition. The mechanism is chunking. Clusters of related information bound together by principles and patterns. The formation of these networks and repeated navigation through them carve neural pathways that become unconscious pattern recognition. A decision tree, built below awareness. Intuition improves as you evolve your navigational systems. You see more with less. What once was information overload becomes a clear set of specific steps. Conscious bandwidth - finite by nature - is re-allocated toward what matters.

Sometimes football fans just need to respect the pros

🚨: Neuroscience considers metacognition the highest form of intelligence..... "the ability to think about your own thinking."

“I don’t think he’s going to need those GCSEs to be honest with you” Max Dowman has a lot to balance with playing for Arsenal and doing his GCSEs 😅 Watch the full episode of The Breakdown, now live on YouTube!

I love these passes. Streamlined access to the box. It's uncomfortable for defenders to deal with and plenty of attacking ideas and patterns can emerge. This picture isn't executed enough. Center-forwards that can post up and be a backboard for teammates are highly effective.

Headline: Getafe's points per game rose from 0.89 to 1.37 since working directly with an AI model in January 2025. Let's break down what's actually happening, without assuming the stat proves causation. A large language model works alongside the coaching staff, synthesizing data at scale to surface relationships and patterns across variables that human attention can't hold simultaneously. The density of information available to a coaching staff - especially on matchday - is enormous. The application of AI can synthesize the data in real-time and identify patterns that are predictive, not just descriptive. The final decision is still human. Thinking can be outsourced with AI but understanding cannot - the staff are still the understanders. But the human decision-maker now sits above the data layer with an information edge that improves the raw material used to make decisions. I'm bullish on AI in football for its fundamental ability to surface patterns at scale. Not because it replaces judgment, but because it improves the quality of information judgment works from.

Being able to articulate your thoughts into writing is a crazy gift.