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”
Category Archives: llm
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?”
The magic ball, the external brain, is in the hands of all people of Earth now.
This can’t be reversed. AI. Yes, AI can’t be reversed in many areas. What do we learn from this overwhelming AI hype? We learn that people seek. People seek knowledge. People want to know everything. It’s like carrying a brain in their hands. This brain is an AI that can answer any question they ask,Continue reading “The magic ball, the external brain, is in the hands of all people of Earth now.”
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? “
PayPal and OpenAI AI Instant Checkouts. Yes chatGPT checkouts in 2026?
Yes you heard it right, checkouts coming in chatGPT. Note: There are authors own views its not just news, more than news. A collaboration of PayPal and OpenAI. The news made PayPal’s share rise by 13% PayPal has been transforming global commerce for decades now by creating excellent experiences that make money dealings easier, personalized, and secure.Continue reading “PayPal and OpenAI AI Instant Checkouts. Yes chatGPT checkouts in 2026?”
When Mankind has reached a cliff, the edge of the world. Then AI came.
We are all facing struggles; you may be struggling more than I in some cases. There are some reasons you may find out in the time to come. We all face challenges, not just with job satisfaction, due to advancements in AI. In times to come, you may feel AI will heartlessly take away yourContinue reading “When Mankind has reached a cliff, the edge of the world. Then AI came.”
Decision Making with Gen AI and LLMs. Case Study: Automatic decision-making for bots and machines
This paper explains decision-making using Soft Sets and Soft Rough Sets, keeping in view the changing landscape of NLP and LLMs in the arena of Machine Learning. Here, the queries are natural-language queries, represented as vectors, with and without a Gen AI, to compute the Soft Set. Gen AI can be used to generate aContinue reading “Decision Making with Gen AI and LLMs. Case Study: Automatic decision-making for bots and machines”
Bye, Humanoid Robot, Hello Bots! Hello Drones! #sci-fi
Note: The bots and drones must be safe to use with humans or indoors. So, essential testing of bots is needed. A standardization mark is needed to ensure the unit is tested thoroughly and is safe to use. One must be careful if children are at home when small bots are in house. It’s beenContinue reading “Bye, Humanoid Robot, Hello Bots! Hello Drones! #sci-fi”
A very smart AI-compartmentalized fridge that can talk to you and your Robot
Note: This is a future thing. We don’t have AI robots at home now; it’s all futurist applications intended to know what to expect in the future. #sci-fi #future #futurist #ai #robotics Here is a fridge that can talk to you and make intelligent decisions. Deep learning based adjustment of temperature in the fridge. GoneContinue reading “A very smart AI-compartmentalized fridge that can talk to you and your Robot”
Artificial Intelligence, Computer Science & Mathematics 