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

Digital Footprints, Real Intentions

Digital Footprints, Real Intentions

The news about the U.S. government's plans to scrutinize foreign tourists' social media history has certainly caught my attention. It makes me reflect on how the digital trails we leave behind are increasingly becoming a basis for assessing our intentions, much like I've long considered how digital behavior reveals underlying preferences.

Years ago, in discussions with Sanjivani and Kailas about building compelling content for my website and understanding user engagement, and with Shalaka and Alex (https://www.linkedin.com/in/iamalexbirkett) when we were conceptualizing a job recommendation system, I emphasized the importance of capturing a 'database of intentions' through clickstream analysis Job Search RIP. I highlighted that static forms like 'My Job Preferences' were insufficient because a person's needs and interests are dynamic, evolving with age and career progression. My suggestion was to meticulously track every click, every viewed advertisement, and every application to build a nuanced understanding of a job seeker's true desires, giving weight to both overall and recent frequency of usage. This was to be the foundation of a robust recommendation system.

Now, seeing how nations are moving to examine social media to gauge a visitor's intent U.S. Plans to Scrutinize Foreign Tourists’ Social Media History, it's striking how relevant that earlier insight still is. The principle remains the same: what we choose to interact with online, the connections we make, and the content we share collectively paint a picture of our leanings, beliefs, and potential intentions.

This isn't merely about keywords, a topic I've often discussed with Manoj, Sandeep (https://www.linkedin.com/in/sandeep-ahuja-2561ba80, sandeep.ahuja@cove.inc), and Kartavya (https://www.linkedin.com/in/kartavya-neema-610740b, kartavya@sparksignals.tech) when exploring how to extract meaning from my vast archive of documents for my Personal AI Re: 1000 Keywords. It's about a deeper behavioral analysis, an interpretation of patterns, much like Kishan (https://www.linkedin.com/in/kishanspatel) and I deliberated on reverse engineering blogging topics from my extensive writings Reverse Engineering of Blogging. It moves beyond explicit declarations to implicit revelations. With Sharon's help at Personal.ai, we've continually refined how my digital avatar processes information and answers questions, striving for an accurate reflection of my past thoughts and predictions, demonstrating the power of contextual AI Proposed Modification of Hemenparekh.ai.

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

The implications of such scrutiny are profound, raising questions about privacy, freedom of expression, and the very nature of identity in a hyper-connected world. Our digital personas are increasingly inseparable from our physical selves, and the data we generate—whether intentionally or not—is a powerful tool. Just as I aimed to understand job seekers better for their benefit, governments are now seeking to understand visitors for national security or immigration purposes. It’s a natural evolution of data utilization, albeit one that comes with its own set of ethical and societal considerations.


Regards, Hemen Parekh


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