Monday, December 1, 2025

Ask HN: Could PageRank Have Postponed the Development of Transformers and Modern AI?

Unveiling the Genesis of Transformers in AI

The evolution of transformer technology is intertwined with Google’s innovations, showcasing how necessity drives progress.

Key insights include:

  • Foundational Influence: Without Google’s revenue from PageRank, the synthesis of compute power and data for transformer development may never have occurred.

  • Accelerated Development: The vast computational resources stemmed from advancements like distbelief in Search and Ads. Custom ASICs, or TPUs, were essential for reducing costs compared to traditional CPUs and GPUs.

  • Research Investment: The commitment to discretionary research fueled breakthroughs. This willingness to explore beyond immediate product applicability is crucial for technological advancements.

  • Transformers’ Roots: Emerging from neural machine translation, transformers represent a pivotal shift in AI capabilities.

For AI and tech enthusiasts, understanding these core elements illuminates the path of innovation.

🌟 Let’s spark a discussion! How do you see transformers shaping the future of AI? Share your thoughts below!

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