Re-Imagining Reality in the Age of AI
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Category: AI/ML

Is Symbolic AI back in the mix in the age of LLMs?

July 26, 2026July 31, 2026 madhuAI, AI Planning, AI/ML, Text Analytics

The past year of LLM research has focused on making the following improvements to the basic LLM machinery to overcome a number of LLM issues which are discussed elsewhere (for example, LLMs are not good at “inferring” or grokking rules…

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Revisiting the notion of “State” in World Models – what does it really mean?

June 4, 2026June 16, 2026 madhuAI, AI Planning, AI/ML

A recent substack article on world models by Fei-Fei Li suggests a taxonomy of world models – renderers, simulators and planners. Embedded in the article is a brief blurb on the notion of “state” – as paraphrased below – “The…

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Agentic AI – New wine in an old bottle or Old Wine in a new bottle?

April 6, 2026April 27, 2026 madhuAI, AI/ML, LLMs, Workflow Technologies

What are Agentic AI systems? These are:“autonomous software systems that perceive, reason, and act in digital environments to achieve goals on behalf of human principals, with capabilities for tool use, economic transactions, and strategic interaction.” AI agents can employ standard building…

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AI for Business and the Business of AI

March 23, 2026June 20, 2026 madhuAI, AI/ML, LLMs, Workflow Technologies

Modern LLM-based AI has been the techno rage over the past 24-36 months (Crypto, blockchain, DeepLearning etc being in the rearview mirror). OpenAI with ChatGPT, Google with Gemini, Anthropic with Claude, Perplexity with its Computer and a wide variety of…

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Are “LLMs” – good models ?

March 22, 2026March 24, 2026 madhuAI, AI/ML, LLMs

LLM’s – both the vanilla ones and the latest with different kinds of reasoning capabilities – are being positioned as a very viable “model” for the reality around us. The long-term vision is such a model – would enable us…

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Book Summary – Promise of Artificial Intelligence, Reckoning and Judgement

May 7, 2020March 22, 2026 madhuAI/ML

Back to blogging after a long hiatus. The current pandemic has provided all of us ample downtime to reflect and regroup. One of the main tasks for me on the backburner has been an evergrowing reading list, which I have…

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Recent Ruminations

  • Is Symbolic AI back in the mix in the age of LLMs? July 26, 2026
  • Revisiting the notion of “State” in World Models – what does it really mean? June 4, 2026
  • Intellectual Property Management in the age of AI – To patent or not? May 16, 2026
  • A generalist or a specialist in the age of AI – what is your bailiwick? May 2, 2026
  • Agentic AI – New wine in an old bottle or Old Wine in a new bottle? April 6, 2026

Categories

  • AI (8)
  • AI Planning (2)
  • AI/ML (6)
  • Big Data (6)
  • Computational Advertising (1)
  • Design (2)
  • LLMs (3)
  • NLP and Machine Learning (2)
  • Social Media (2)
  • Startups (2)
  • Text Analytics (2)
  • UI Development (1)
  • Web and Tech trends (3)
  • Workflow Technologies (2)

Essays

  • On Asking the Right Question
  • On Going to Graduate School – Some Reflections and pointers!
  • State – What does it mean in the computational world ?
  • What makes a good thesis problem?

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