"Smart Moves Forward"

I first came across Karima in a Twitter thread where people were debating the launch of new networks like Taiko and Base. While most comments were scattered opinions, she stepped in with a simple chart that mapped out how transactions actually flow in Web3, which instantly made the whole discussion easier to follow. Intrigued, I reached out and we had a brief but valuable exchange. Karima broke down the transaction process in a way that was both precise and easy to grasp, highlighted the parts that really matter for end users, and even shared a few accessible stats that tied everything together. It wasn’t a long conversation, but it reshaped how I look at projects and ecosystems. Karima blends technical clarity with an approachable style something rare and refreshing in this space.