Mind Matters Natural and Artificial Intelligence News and Analysis

CategoryLarge Language Models (LLMs)

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Robotics or ai artificial intelligence connecting interaction with human.Chat bot software network.big data and transfer protocol system.Neuralink with smart brain.ai generative technology

Why LLMs (chatbots) Won’t Lead to Artificial General Intelligence

The biggest obstacle is seldom discussed: Most consequential real-world decisions involve uncertainty

LLMs can’t help when key decisions don’t feature objectively correct probabilities but rather subjective probabilities that need interpretation.

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Robot Assembling Puzzle Pieces

Unequal Profits: Why AI Needs Successful Applications

Readers may be surprised to learn that these widely touted AI advances are not making their developers much money

In the short run this system is being propped up by the big tech players but for a stable future, it needs to be self-sustaining.

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Futuristic robot hand holding glowingDeepSeeksign in dark ambient

DeepSeek: Honing In on the Challenges It Presents

Although the program is admirably streamlined, censorship, data breaches, copyright violation, and lack of guardrails are among the most prominent challenges

The distillation technique that DeepSeek apparently uses to poach OpenAI’s database results, over time, in a loss of information on the internet.

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ai generative ,Artificial Intelligence technology big data.globalization and analytics management

Gen AI: A Neutral Tool? Let’s Look More Closely

All technologies change us. Some technologies change us in ways where the harms far outweigh any benefits.

GenAI is not neutral. It rides on our God-given gift of language, builds trust that leaves us open to deception, and changes us in ways we don’t notice.

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Determined Handsome Doctor Uses Digital Tablet Computer while Walking Through Hospital Hallway. Modern Bright Clinic with Professional Staff.

Joe McDonald: How AI Can Complement Human Capabilities

Despite its limitations, AI excels in areas where humans struggle, such as analyzing large datasets, identifying patterns, and automating repetitive tasks

Dr. McDonald emphasized that AI is best used as a tool to enhance human abilities, not replace them.

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AI creative artificial Intelligence icon on flag of China and sunset sky background, Chips and Brain. Neural networks and machine learning concept. Deepseek, Chatgpt

Did China’s DeepSeek Violate OpenAI’s Legal Rights?

“Distillation” technology may have allowed DeepSeek to piggy-back on ChatGPT to capture market share

The complex legal wrangle continues but, in general, I would advise against treating AI products as legally equivalent to human products.

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A glowing smartphone displaying the text AI agent highlighting artificial intelligence and AGI during the singularity as a virtual assistant representative and customer service support rep

Why We Must Not Use AI In Ministry: Response to Jay Owen

An open letter to Jay Owen, a popular proponent of AI in ministry

Smith: “It’s really hard, but I hope you’ll consider what I have to share and stop telling people they should use AI in ministry.”

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Game of Tic-tac-toe with cinnamon and tangerine on a black background

Some Lessons From DeepSeek, Compared With Other Chatbots

I tested OpenAI o1, Copilot, and Gemini Flash, along with DeepSeek, on a question about Tic-Tac-Toe

Here’s the problem with the use case for LLMs: If you know the answer, you don’t need to ask an LLM; if you don’t know the answer, you can’t trust one.

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Minimalist AI Icons: ChatGPT vs DeepSeek, Sleek Gradient Background, Futuristic Design, No Text

DeepSeek’s AI Model Shakes the Market

A wake-up call for U.S. tech

The new reality is one where efficiency, not just brute computing power, will dictate the future of artificial intelligence.

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Vintage woodworking tools on the workbench

AI and the Destructive Lies of the Tool Trope

You've heard this, right? “Technology isn’t good or bad; it’s a tool, it’s just how you use it that matters.” False.

Because LLM AIs never understand a single word, image, video, or line of code, they can’t know whether anything they say is right, true, or good.

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Translucent soap bubbles floating with natural green backdrop

The AI Bubble: Hype, Reality, and Consequences

In this week's podcast, Pomona College economics prof Gary Smith discusses with Robert J. Marks what generative AI is and isn't good for

AI can be a helpful tool when used appropriately but, he warns, the current AI boom mirrors past economic bubbles, driven by hype and inflated expectations.

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Generative AI : A visually striking graphic that is split into two halves. On one side, depict a traditional library or database to symbolize Large Language Models

Large Language Models (LLMs) Flunk Word Game Connections

Despite hype, ChatGPT and its competitors, in all their iterations, are still just text-generators based on statistical patterns in the text databases they train on

Identification of statistical patterns in text that Large Language Models (LLMs) do not understand is not going to give us AGI, let alone superintelligence.

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A Thought Experiment on the Mind, the Brain — and AI

In a crowded AI marketplace, a nerd confronts a philosopher on subject of the human mind

Question: If thoughts can only be copied — and copied badly — by AI, which is quite unlike the brain. then how can they be generated by the brain?

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LLM, AI Large Language Model concept. Businessman use tablet and laptop with LLM icons. A language model distinguished by its general-purpose language generation capability. Chat AI.

The Promise of Artificial General Intelligence is Evaporating

Revenue from corporate adoption of AI continues to disappoint and, so far, pales in comparison to the revenue that sustained the dot-com bubble — until it didn’t

Recognition is growing that fundamental challenges make LLMs unreliable. Increasingly expensive scaling will likely hasten the popping of the AI bubble.

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Concept of artificial general intelligence achieving human-level understanding

Machine Intelligence and Reasoning: We Are Not on a Path to AGI

AI guru François Chollet’s Abstraction and Reasoning Corpus (ARC) proves we’re not on a path to AGI

A reality check for LLMs is inevitable, and with OpenAI, “Project Strawberry,” and the new hype cycle — thanks to Chollet and others — it’s already here.

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large language model AI machine learning concept brain business

From Data to Thoughts: Why Language Models Hallucinate

The limits of today’s language models and paths to real cognition

We’ll need an architectural approach that can handle propositions—thoughts, judgments, reasoning structures—as first-order objects.

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Inferno Social media hype concept art poster.

AI Pessimists vs True Believers: A Deepening Divide

There is a growing divide about AI even among AI experts but many of them like polarizing content, just as the consumers of political information do

True believers don’t focus on short-term trends because they aren’t very positive. But short-term trends should be consistent with a long-term forecast.

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Illustration of a depressed person using a smartphone in bed at night - generative ai

How To Sue A Chatbot For Causing Suicide

If your child committed suicide because an online chatbot effectively encouraged him to do so, could you sue the chatbot makers?

Sewell killed himself at the urging of a speaking and texting chatbot. The next gen is nearly flawless human impersonation video bots. Protect your children.

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Robot hand typing on the computer. The concept of artificial intelligence replacing a human in dealing with another human. Ai generative

Bill Dembski: When a Chatbot Tried Improving on a Literary Genius

If what matters is computer engineering and a supermassive databank, the chatbot should improve on the masters, right?

Information theorist Dembski thinks that the statistical averages that bots depend on mean they will necessarily regress to the mean and result in mediocrity.

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Site of a train derailed accident

Is Open AI — and Chatbots in General — the Next Train Wreck?

Gary Marcus notes the string of head office departures and both he and Jeffrey Funk look at the history of hype, hope, and long AI winters

Not only isn’t there a huge commercial market for digital plagiarism by chatbots, they are attracting huge copyright lawsuits instead.

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