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“The bottleneck becomes the person reviewing everything. That does not mean we never review the code itself. For sensitive or critical parts of the system, we still look more closely at the implementation, particularly from an architecture, performance, security and reliability perspective. But we no longer apply that level of manual code review to everything.” Grenstad says.

The shift to AI is also changing how Grenstad thinks about recruitment. A team working on the player journey, for example, needs people who understand casinos, iGaming and what a strong player experience should look like.

“I would not necessarily prioritise senior Java or front-end specialists in the same way as before,” Grenstad explains. “Technical skills remain important, particularly for people who can assess architecture and ensure systems remain reliable, but domain knowledge is becoming increasingly valuable. I’d rather take someone who’s good in the domain but doesn’t know any Java.”

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He began watching regulators shut down individual gambling sites, only for mirror sites, cloned domains and replacement URLs to emerge in thier place. The problem, he concluded, was not necessarily the individual website. It was the network behind it.

“Why not use the dataset I already have on gambling sites to map the most problematic ones, identify how they are connected and build a deeper picture of the networks behind them?” That thought process eventually gave birth to Trace2Trace.

Trace2Trace is relatively new, but Madsen says its underlying dataset has already grown to around 620,000. And it continues to grow, highlighting the scale of illegal operations in the gambling industry.

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There have been many uplifting elements to writing about poker through a global pandemic, as odd as those words must feel to read and certainly are to write. From inspirational quotes to motivate players who are just joining or continue to love the game to what could help players turn pro as an alternative to more difficult careers to sustain (they do exist!), it has genuinely been a job I have treasured and I hope you have enjoyed the content that I and the incredible Calvin Ayre content team have been able to bring you during the past 18 months or so.  

Bringing you series of articles such as Poker on Screen and Poker in Print has been a massive source of pride for myself and the team and I even got the chance to discuss poker in the movies and on television on the recent episode of the award-winning podcast, The Chip Race.  

As ever, I am indebted to too many people to mention, but Derek, Bill, Jasmine and every one of the Calvin Ayre team, as well as Calvin himself of course, have all shown a lot of faith in me to carry the torch and I hope I’ve done them all credit.