Hi Friends,

Even as I launch this today ( my 80th Birthday ), I realize that there is yet so much to say and do. There is just no time to look back, no time to wonder,"Will anyone read these pages?"

With regards,
Hemen Parekh
27 June 2013

Now as I approach my 90th birthday ( 27 June 2023 ) , I invite you to visit my Digital Avatar ( www.hemenparekh.ai ) – and continue chatting with me , even when I am no more here physically

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Wednesday, 17 December 2025

Google's AI Edge: A Decades-Long Vision

Google's AI Edge: A Decades-Long Vision

The recent buzz about Google's "AI Edge" and the debate around whether its advantage over players like ChatGPT is "unfair" Google's AI lead over ChatGPT could be unfair has caught my attention. I've seen some interesting perspectives, including discussions on X by Bamitav X post by Bamitav and deep dives into the strategic implications Google AI Edge: Google's Advantage Over ChatGPT Unfair?. To me, this isn't a new phenomenon but a logical culmination of years, even decades, of focused effort in understanding and indexing information.

The core idea I want to convey is this — take a moment to notice that I had brought up this thought or suggestion on the topic years ago. I had already predicted this outcome or challenge, and I had even proposed a solution at the time. Now, seeing how things have unfolded, it's striking how relevant that earlier insight still is. Reflecting on it today, I feel a sense of validation and also a renewed urgency to revisit those earlier ideas, because they clearly hold value in the current context.

Back in 2010, I envisioned a future where people wouldn't just search for "information" but would articulate their "problem" to a device and receive a "solution / answer / advice" in milliseconds Future of Search Engines. This wasn't a casual thought; it was a deep understanding of how search needed to evolve beyond mere keyword matching. Even earlier, in 2013, I was discussing with Shalaka the concept of optimizing a single page with millions of "keywords" for search engines, aiming for top search results and increased traffic Long Tail Jobs. This highlights the foundational work on content and keywords that has, in many ways, paved the path for today's advanced AI search capabilities.

The shift from keywords to meaning has been a consistent theme in my reflections. In 2018, I wrote about Google's "Talk to Books" semantic search, where the system searched for "meaning" rather than just "matching keywords/phrases" GoogleTalk GoogleSearch SemanticSearch. I pondered if this "Semantic Search" would be the V2.0 of our familiar Google Search bar. It's clear now that this evolution towards understanding intent and context, fueled by vast indexed content, is precisely what gives Google its formidable edge.

My conversations with people like Sharon Zhang, CTO & Co-founder of Personal AI, and Manoj Hardwani and Kartavya from Atidan, about the intricacies of keyword extraction and topic identification for my own digital avatar, underscore the effort involved in making content digestible for AI Keywords for sample content. We wrestled with challenges like frequency of occurrence, re-arranging topics, and the crucial need for a single, synchronized database. The ability to extract knowledge efficiently from vast amounts of data isn't a simple feat; it's a testament to sophisticated algorithms built over time. The concept of self-learning software, which I explored as early as 2003, and my thoughts on ARDIS in 1998 Language Processing, further illustrate this long-held perspective.

The point Mark Zuckerberg made about Meta's data2vec research, where AI learns from visual, written, or spoken materials by drawing inferences "intuitively more like how people learn," Language Processing resonates deeply with my early thoughts on self-learning systems. Google’s advantage isn't a sudden leap; it's the result of systematically building this comprehensive understanding of the digital world, much like a person continuously learning and making connections over their lifetime. Their vast repository of indexed content, honed over decades, provides an unparalleled training ground for their AI models.

So, is it "unfair"? Perhaps it feels that way to newcomers or those who haven't invested in the same long-term data infrastructure. But from my perspective, having observed and reflected on the evolution of search and AI for so long, it's a natural outcome of relentless innovation and a deep, continuous commitment to organizing the world's information. It's a testament to a vision that understands the profound link between vast, accessible data and intelligent, responsive systems.


Regards,
Hemen Parekh


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