To get inputs containing email, I filtered out any form input with type, class, name, or id = email (equivalent to the CSS selector input[type=email],input[class=email],input[id=email], which is what I fed the HTML parser). This is a rather conservative estimate, since it rules out e.g. class="my_email", but it was much easier to implement and can be assumed to have few false positives.
Фото: Ammar Awad / Reuters
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Throughout this series, “we” refers to maderix (human) and Claude Opus 4.6 (by Anthropic) working as a pair. The reverse engineering, benchmarking, and training code were developed collaboratively — human intuition driving the exploration, AI reasoning through the data and writing the analysis. We think this kind of human–AI collaboration is a new and natural way to do systems research: one partner as the architect with intuition, the other as the engineer writing the code and crafting experiments .