How to teach AI to school children. Safe AI versus Unsafe AI.

This article covers what should happen if we ban the use of AI and the internet for children, and how AI should be taught to schoolchildren. We have to restrict AI and the internet to children and early teenagers. But if we don’t teach young children the basics of AI, they may feel lost whenContinue reading “How to teach AI to school children. Safe AI versus Unsafe AI.”

Teaching children why AI is not allowed to them. Right AI versus the Wrong AI.

Note: The author does not say that children should be allowed internet or AI. No, the author is saying, telling children why they are not allowed to use the internet and AI. What is right AI and what is wrong AI, so that if they accidentally see an adult phone, they should know it’s notContinue reading “Teaching children why AI is not allowed to them. Right AI versus the Wrong AI.”

University Answerbook Assessments with AI

Assessing answer sheets in a college or university examination consumes faculty members’ time. The time and energy required to assess and grade a college or university student can be redirected to research and other faculty work. This saves faculty time for other important tasks rather than the mundane checking of answer sheets. The faculty canContinue reading “University Answerbook Assessments with AI”

A Single “No AI” Button in offices and homes in the age of AI

This is so humane, no AI in the age of AI. We are five years away from an AI which is part of our daily lives, where our phones reacts and our watch guides. There is a need for a single button: the “No AI” button. This button would cause casdcading effect on all devicesContinue reading “A Single “No AI” Button in offices and homes in the age of AI”

SpaceX and xAI merger. What would happen to Grok now?

Is this the start of AI for stars, moons, and satellites, artificial or real? Would they find life beyond Earth? Would they find more on the origin of the universe? What are the aims that led to the merger of SpaceX and xAI, a more than trillion-dollar valuation? SpaceX, known for Elon Musk’s and stakeholders’Continue reading “SpaceX and xAI merger. What would happen to Grok now?”

Passport and ID Card of Named Robots- The full name and the Surname of Robots and AI models #future #futurist #ai

A robot’s identity card can display its name. This can be used to register the robots as authentic. If a robot from one country is imported into another, it should comply with the new country’s rules and regulations. We must have universal identification for robots in a country. Why do we need identity cards forContinue reading “Passport and ID Card of Named Robots- The full name and the Surname of Robots and AI models #future #futurist #ai”

Certifications for robots or models! Artificial Specialized Intelligence! Why one model fits all?

We live in an era where robotics is taking over many jobs, or, more simply, robotics automation is advancing rapidly. The rate is faster than any construction company could even imagine. What are we constructing? Manufacturing? Or producing? Robots? If so, what are the features of the robots? What kind of features would you wantContinue reading “Certifications for robots or models! Artificial Specialized Intelligence! Why one model fits all?”

Unconstrained LLMs, How Long? Safe, secure, and trusted constraint-based LLMs

Note: This is a duplicate copy of original fine with DOI:10.13140/RG.2.2.15511.02722. The pdf can be accessed at, (PDF) Unconstrained LLMs, How Long? Safe, secure, and trusted constraint-based LLMs Abstract: Most LLMs are unconstrained optimization problems (UMP). The problems of hallucinations and dangerous images and texts produced by LLMs persist. How can this problem be solved? WhyContinue reading “Unconstrained LLMs, How Long? Safe, secure, and trusted constraint-based LLMs”

Memory Learning, Model Titans (Behrouz et al, 2024)

“Titans: Learning to memorize at test time. arXiv preprint arXiv:2501.00663” This paper (Behrouz et al, 2024) [1] aims to build a memory learning model that is efficient, uses less memory, and learns and predicts more. Neural learning is the basis of memory-based learning. Forgetting is important too, and too much forgetting can lose essential data about the input.Continue reading “Memory Learning, Model Titans (Behrouz et al, 2024)”

Nested Learning: Part II

#ai #llm #deeplearning #ml Here is the video lecture, subscribe for updates, https://www.youtube.com/watch?v=qDwAm1f0JBY Some concerns, it catches the forgetting behavior of LLMs, the context once gone can be looked into nested memories and hence can be revised if nested parameters and memories are referenced. The pre training can’t be edited but the computation of temporaryContinue reading “Nested Learning: Part II”