The discussion centers on the search for modern books on algebraic topology that utilize a purely categorical framework. Eilenberg and Steenrod's work is mentioned as a classic recommendation, while Spanier's textbook is noted for its categorical nature, albeit being quite terse and challenging for some readers. Peter May's modern book is highlighted as a valuable resource, incorporating category-theoretic language and providing a comprehensive introduction and guide for further reading. The conversation emphasizes that algebraic topology inherently involves categorical concepts, as it studies functors from topology to algebra. Participants suggest that those new to the field should start with fundamental concepts, while also acknowledging the complexity of advanced topics like spectra and cohomology operations. Overall, May's work is recommended for its clarity and depth, especially for those looking to explore contemporary developments in algebraic topology.