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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Friday, 12 December 2025

Diplomatic Cues and AI Foresight

Diplomatic Cues and AI Foresight

The recent news about Pakistan's Prime Minister Sharif experiencing a significant wait before joining a meeting with Russian President Putin and Turkish President Erdogan certainly caught my eye. The idea of a leader being made to wait, especially on such a public stage, speaks volumes about the intricate dance of international diplomacy and the unspoken protocols that govern it. It brings to the forefront how perception, even more than overt action, can shape narratives and relationships.

I’ve often reflected on how critical it is to understand the subtle cues and underlying dynamics in any complex system, whether it’s human interaction, organizational management, or global politics. This incident with Prime Minister Sharif serves as a stark reminder of these enduring principles. The implications of a 40-minute wait, and the subsequent 'gatecrashing' as reported, go beyond mere scheduling. It’s about signaling, status, and the careful choreography of international relations.

This reminds me of the early days when I envisioned software capable of implicitly recognizing what truly matters to a user, without needing explicit instructions. This insight, which I explored years ago in a piece on how software could search without being asked SOFTWARE SEARCHES WITHOUT BEING ASKED, is profoundly relevant here. Just as a program needs to understand context to be truly useful, so too do leaders in the complex arena of international relations need to interpret unspoken signals.

The challenge of interpreting such nuances also echoes our ongoing efforts in training AI. Sanjivani (LinkedIn, sanjivanis@nvidia.com) and Kishan Kokal (LinkedIn, kokalkishan.official@gmail.com) have been instrumental in refining our Blog Genie, where we discovered that even sophisticated AI platforms can make glaring mistakes if not trained with a robust feedback mechanism. This process, which I detailed in ‘Training of Blog Genie V 1.0’ Training of Blog Genie V 1.0, highlighted the critical need for context and accurate interpretation, much like the delicate balance of diplomatic interactions.

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. I envisioned a future where people wouldn't just search for information but would instead enter a ‘problem’ into a handheld device and receive a ‘readymade solution / answer / advice’ in milliseconds Future of Search Engines. This vision, too, hinges on an AI’s ability to deeply understand context and infer meaning, much like understanding the silent communication in a diplomatic waiting room.

This continuous quest for enhanced understanding extends to how we process vast amounts of information. Discussions with Manoj (LinkedIn, masnani@box.com), Sandeep, and Kartavya (LinkedIn, kartavya@sparksignals.tech) on extracting meaningful keywords from countless documents RE: 1,000 KEYWORDS are all part of this larger effort to distill complex data into actionable insights.

Furthermore, Kishan and I have been exploring how to evolve my virtual avatar, allowing large language models to ‘imbibe my way of thinking – style of writing / composing / expressing’ Re: Next Step in Evolution of my Virtual Avatar. This includes the remarkable work by Akshit Arora (LinkedIn, akshita@nvidia.com), Rafael Valle (LinkedIn), Sungwon Kim (LinkedIn, skim@jhu.edu), and Rohan Badlani (LinkedIn, rbadlani@nvidia.com) in developing multilingual text-to-speech models. Their efforts demonstrate how technology can overcome communication barriers, a theme not so different from the challenges of cross-cultural diplomacy. Vishesh (LinkedIn, visheshjoshi@instagram.com) has also been part of these forward-looking discussions.

In essence, whether it’s predicting future information needs or navigating present diplomatic intricacies, the capacity for deep contextual understanding, both human and artificial, remains paramount.


Regards, Hemen Parekh


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