Mind Matters Natural and Artificial Intelligence News and Analysis

Erik J. Larson

close-up-of-classified-document-top-secret-stockpack-adobe-s-424266685-stockpack-adobestock
Close up of classified document top secret

Part 2: What If We Apply Harris’s “No Lies” Rule to Warfare?

As a former defense contractor, let me offer a view from reality
Sam Harris treats every lie as if it predictably spirals into atrocity. But most lies are judged against uncertain futures, not guaranteed horrors. Read More ›
businessman-with-long-nose-stockpack-adobe-stock-110881845-stockpack-adobestock
Businessman with long nose

Lying: Sam Harris Buckled Under the Weight of Absolutism

Part 1: Having written a book on why it is always wrong to lie, he shamelessly buckled when a particular outcome mattered to him
If lying breeds chaos, so does truth-telling in the wrong contexts. Prudence, not absolutism, has to govern. Read More ›
mountain-peak-in-low-clouds-stockpack-adobe-stock-123063583-stockpack-adobestock
mountain peak in low clouds

Artificial Intelligence, Science and the Limits of Knowledge

In Part 3, I show that AI, like science, has limits. It depends on narrowing a problem: making it specific, discarding most possibilities, sealing it inside a representation and specification
Here’s the problem with artificial general intelligence: asking how to make systems “general” is asking how to remove the very constraints that made them work. Read More ›
woman-approaches-giant-digital-face-futuristic-technology-st-1576816877-stockpack-adobestock
Woman approaches giant digital face futuristic technology

Wide AI, While Still Just Automation, Is a Genuine Advance

Part 2: Truly general intelligence is still a mystery. In fact, it’s more mysterious now than it was in 2016
Even when we get a quantum leap forward, it quickly signals that it too is a dead end for the bolder ambitions of true AGI. Read More ›
advanced-high-precision-robot-arm-inside-bright-electronics-624383402-stockpack-adobestock
Advanced High Precision Robot Arm inside Bright Electronics Factory. Electronic Devices Production Industry. Component Installation on Circuit Board. Fully Automated Modern PCB Assembly Line.

Surprise: Artificial intelligence Is Still Just Automation

I wrote this in 2016. And it is still true in 2025. A reflection in three parts

When I first wrote this almost a decade ago, “AI” was already a cultural Rorschach test. To some, it was exciting and futuristic. To others, it was ominous, Orwellian, or just marketing spin. Automation, by contrast, was the unglamorous cousin that conjured images of soulless machines taking over the last shreds of human purpose. But from the start, my view was simple: what we call “AI” today is still just automation. And automation is not a mind. That argument has aged better than I expected. In the years since, we’ve seen an explosion of so-called AI — from self-driving cars to ChatGPT — yet the distinction between AI and automation remains almost universally misunderstood. Recently, computational linguist Emily Bender and Read More ›

wren-bird-closeup-stockpack-adobe-stock-651033338-stockpack-adobestock
Wren Bird Closeup

Part 3: A Wren Arrives — and Ruffles Many a Feather

Dr. Wren, a cognitive scientist, identifies a problem with assuming that adding another ten thousand pigeons to the project will produce novel designs...
We remain confronted by the same old mystery: who, or what, imagines the birdhouse in the first place? Read More ›
urban-pigeons-a-sunlit-gathering-in-city-steps-stockpack-ado-1233844725-stockpack-adobestock
Urban Pigeons: A Sunlit Gathering in City Steps

Part 2: Have the Superbirds Arrived? Are They Taking Over?

Dr. Avian now claims that his work with trained birds show that intelligence does not require inner models or internal representations, as formerly thought
Avian is perfectly clear: There is no mind at all in Coordinated Avian Models (CAMs). And yet, they’re behind a staggering number of new designs. Read More ›
pigeon-business-portrait-dressed-as-a-manager-or-ceo-in-a-fo-564452035-stockpack-adobestock
Pigeon business portrait dressed as a manager or ceo in a formal office business suit with glasses and tie. Ai generated

Move Over, AI. Bird Brains Are Giving You a Run for Your Money

Could ten thousand birds develop a theory of mind just by scaling? A tale in three parts
Dr. Avian was sure that he had found a formula for intelligence without anything like a human mind, and his program appeared to be working. Read More ›
world-puzzle-stockpack-adobe-stock-38630341-stockpack-adobestock
World Puzzle

Mistaking the World for a Puzzle Risks a New McCarthyism

In Part 2, I look at the imaginary world we invent when we succumb to puzzle thinking
It’s imaginary because the clues that matter — why people starve, why peace fails, why the planet overheats — are not hidden in larger and larger datasets. Read More ›
detective-board-with-crime-scene-photos-stickers-clues-and-r-400895277-stockpack-adobestock
Detective board with crime scene photos, stickers, clues and red thread, closeup

AI’s Not “The Answer” In Our World of Mysteries, Not Puzzles

A focus on AI encourages us to see problems that are really mysteries as puzzles, which makes addressing them much harder
Humans are terrible at crunching data but remarkably good at seeing clues. That’s why we still outmatch our machines in domains where meaning matters. Read More ›
intriguing-brain-teaser-game-long-exposure-photo-of-abstract-1170926241-stockpack-adobestock
Intriguing Brain Teaser Game: Long Exposure Photo of Abstract Puzzle Pieces

Is the Reverse Flynn Effect — Declining Intelligence — Real?

IQ tests were never meant to measure memorization or familiarity, yet that’s precisely what’s happening
What we now call “intelligence” has gradually become detached from the embodied, contextualized reasoning that characterized earlier generations. Read More ›
composite-image-of-word-iq-test-stockpack-adobe-stock-108345746-stockpack-adobestock
Composite image of word iq test

The Reverse Flynn Effect and the Decline of Intelligence

How our modern world is making us dumber and why it doesn’t have to
A growing body of neuroscience evidence directly challenges the prevailing theory that we are merely flawed computers, to be replaced by machines. Read More ›
concept-image-to-explain-how-ai-hallucinations-occur-when-an-671664701-stockpack-adobestock
Concept image to explain how AI hallucinations occur when an AI model generates false or illogical information that isn't based on real data or events, but is presented as fact.

Just When Human Reason is Most Productive — AI Makes Things Up

In Part 2, we see how the ability to handle only one type of truth limits AI. AI models are fundamentally untethered from reality
The gap between human and machine ways of knowing can be thought of as the correspondence horizon. When AI crosses that, it produces plausible bullshit. Read More ›
glowing-light-bulb-in-the-dark-stockpack-adobe-stock-890123744-stockpack-adobestock
Glowing Light Bulb in the Dark

Why AI Breaks Down Where Human Creativity Begins

Part 1: AI can handle statements that are internally coherent but that is not the same thing as correspondence with reality
In short, philosophers distinguish between two fundamental theories of truth: correspondence and coherence, and AI does only coherence. Read More ›
the-mythic-horse-pegasus-with-white-wings-flying-in-the-sky-619373519-stockpack-adobestock
The mythic horse pegasus with white wings flying in the sky among lightnings

The Limits of What We Can Learn From Studying Creativity

In this third and final part of my essay, I look at what sets us apart from machines: Our capacity to leap from commonsense inferences to entirely new ways of understanding reality
People struggling in the aftermath of brain injuries provide some valuable insights into that leap. Read More ›
new-ideas-or-transformation-concept-with-crumpled-paper-ball-446070781-stockpack-adobestock
New ideas or transformation concept with crumpled paper balls and a crane, teamwork, creativity, business concept

Stranger Things: Why Mad Scientists Are Mad

At the highest levels, creativity seems to bypass the deliberate, structured thought process altogether
The real danger of reductionism is not just that it fails to explain creativity, but that it actively encourages dismissal of what cannot be reduced. Read More ›
an-open-black-box-emitting-a-burst-of-glowing-golden-sparks-1186408008-stockpack-adobestock
An open black box emitting a burst of glowing golden sparks and light, symbolizing mystery, magic, and surprise, perfect for a Black Friday shopping concept

The Slow Decline of a Key Aspect of Creativity

The mechanization of mind is changing how we think about creativity — and not in a good way
In this first of three parts, I look at the role of serendipity — the art of making happy, unexpected discoveries — and how a mechanized world diminishes it. Read More ›
digital-puzzle-pieces-interlocking-seamlessly-glowing-agains-1114810135-stockpack-adobestock
Digital puzzle pieces interlocking seamlessly, glowing against a futuristic blue abstract background, symbolizing the concept of API integration and seamless connectivity

Part 2: The Fiction of Generalizable AI: How to Game the System

Progress toward real generalization, by any substantive measure, is nil. Perhaps we should reexamine the very concept of the “I” in AI
In too many discussions, intelligence is treated as if it were a linear phenomenon that more scaling and a few extra gigabytes of data will solve. Read More ›
person-uses-laptop-interacting-with-ai-virtual-assistant-ai-1133554305-stockpack-adobestock
Person uses laptop interacting with AI virtual assistant. AI head graphic overlay laptop keyboard. Concept of AI prompt engineering, LLM. Person types on keyboard to communicate with virtual

The Fiction of Generalizable AI: A Tale in Two Parts

Why intelligence isn’t a linear scale — and why true generalization remains unsolved
The big idea behind generative AI (mistakenly) assumes a network can start blank and be transformed into an intelligent agent simply via enough data. Read More ›
ai-robot-sitting-on-a-chair-next-to-an-elderly-man-with-coff-895612249-stockpack-adobestock
AI robot sitting on a chair next to an elderly man with coffee, both waiting for a job interview. AI vs human concept. futuristic technology coexisting with people in a professional environment

The Linda Problem Revisited, As If Reality Matters

Part 2: AI enthusiasts use false claims for humans' “natural stupidity” to bolster claims for machine intelligence
The people who flunked the Linda problem were not biased; they just assumed there was some POINT to telling them that Linda was active in social justice issues. Read More ›