Here we discuss one of the latest paper in 2025 in AI from Google Research given in [1] reference. The paper is titled, “Nested learning: The illusion of deep learning architectures” and is published in “Neural Information Processing Systems” . The contributors are: Behrouz, A., Razaviyayn, M., Zhong, P., & Mirrokni, V. The Authors suggest thatContinue reading “Nested Learning- Part I-Associated Memory and Momentum”
Tag Archives: llm
Predicting the Insulin dose Intelligently for perusal by humans- Missing Part-Upload Meal Image for Calories!
#ai #health Note: This method may have some fuzziness assigned to it, but it’s still not foolproof and needs to be validated. Therefore, it’s not fully reliable. Always seek an opinion on your insulin dose before taking it, or stay within a safe dosage range. Some of the past works in this area use: ThereContinue reading “Predicting the Insulin dose Intelligently for perusal by humans- Missing Part-Upload Meal Image for Calories!”
RAG Engineering-based Query Specific Summarization
Here, I present the idea behind Query-Specific Summarization and RAG, and how it can be implemented. Use case. And how to test it. Retrieval Augmented Generation is very well used in organizations with their own data. Many organizations have their own data that they do not want to upload to generic servers where a genericContinue reading “RAG Engineering-based Query Specific Summarization”
OpenAI to acquire model training firm Neptune
It also acquired Statsig, Software Applications Incorporated, and Jony Ive’s AI devices startup in the past months. What Neptune does! What is special about Neptune? OpenAI uses Neptune already. With a record of 30,000 projects tracked, Neptune is trusted by 60,000 researchers and 1500 commercial teams. It started in 2017 with Deepsense.ai, and came outContinue reading “OpenAI to acquire model training firm Neptune”
Harmonics Proves a Tough Mathematics Problem. Should we name AI as a contributor or a Co-author in research works?
#ai #mathematics Erdős Problem #124OPEN This is open, and cannot be resolved with a finite computation. http://www.erdosproblems.com Paul Erdős proposed numerous open problems. Erdős Problem #124OPEN This is open, and cannot be resolved with a finite computation., http://www.erdosproblems.com Aristotle by Harmonic verified with Lean proved the above Erdos problem, known as problem number 124. HarmonicContinue reading “Harmonics Proves a Tough Mathematics Problem. Should we name AI as a contributor or a Co-author in research works?”
Intelligent Climate Simulations and Protections #AI #COP30 #future #climate
In my previous article, I wrote about COP30, goals, solutions, and methodologies. Today, I discuss how we can preserve our dear planet, Earth, where we live! Climate change is affecting lives, farming, causing droughts, bringing cyclones, hurricanes, and storms, and causing snow melt in glaciers. If this is not enough, air quality is declining, andContinue reading “Intelligent Climate Simulations and Protections #AI #COP30 #future #climate”
Can humans replace Robots in jobs?
DOI: 10.13140/RG.2.2.11258.56008 Note: This is a duplicate copy. The original is on authors webpage. Abstract – In today’s world, there are many robotic endeavours, some focused on intelligence and others on personal robotics. Let’s call the intelligent robot with an AI brain an AI robot, while other robots are calledContinue reading “Can humans replace Robots in jobs? “
Physical AI (Flying systems, Robotaxis, and Robots) by Chinese EV maker XPENG
What is Physical AI? When the digital and physical worlds unite, that is what Physical AI. Examples are operating systems (large models) and intelligent hardware. They say we are entering Physical AI bubble. He Xiaopeng, Chairman and CEO of XPENG, says that large models will become the operating system and foundation of all PhysicalContinue reading “Physical AI (Flying systems, Robotaxis, and Robots) by Chinese EV maker XPENG”
Intelligent Grocery Buying with ChatGPT- Let’s see the state of this feature
I asked ChatGPT for help on a stressful day with grocery ordering. Here are the conversations with ChatGPT. It is intelligent, but it needs to do more. More things, such as designing a recipe to the taste and the party’s theme, providing exact details, communicating with a futurist fridge, and adding items to a cardContinue reading “Intelligent Grocery Buying with ChatGPT- Let’s see the state of this feature”
ChatGPT to book your flights, shop for you? Amazon and Expedia — are you following or are you leaving?
My comments: — ChatGPT gives a comprehensive answer to booking an air ticket and shopping for occasions and daily use. See below the ticket booking experience with ChatGPT. It was warm. — It compares all sites and gives the best results. — Payment is still a hurdle? Some kind of points-based payments. — Refund wouldContinue reading “ChatGPT to book your flights, shop for you? Amazon and Expedia — are you following or are you leaving?”
Artificial Intelligence, Computer Science & Mathematics 