







Neural networks are more useful when placed in a suitable, specialized environment.
Machine Learning vs AI: Differences, Uses, & Benefits
Machine learning is a subset of AI focused on algorithms enabling computers to learn and make predictions without being programmed.

Why Tool AIs Want to Be Agent AIs
AIs limited to pure computation (Tool AIs) supporting humans, will be less intelligent, efficient, and economically valuable than more autonomous reinforcement-learning AIs (Agent AIs) who act on their own and meta-learn, because all problems are reinforcement-learning problems.

Artificial intelligence
Artificial intelligence (AI) is the capability of computational systems to perform tasks typically associated with human intelligence, such as learning, reasoning, problem-solving, perception, and decision-making. It is a field of research in engineering, mathematics and computer science that develops and studies methods and software that enable machines to perceive their environment and use learning and intelligence to take actions that maximize their chances of achieving defined goals.[1]
AI Is a Waste of Time
The newest AI tools are accelerating basic research and scaring the general public. But many people are simply using them as toys.

Why I believe current AI models can really think and understand - Part 2 of 3
Why computers can in principle produce thinking and understanding

Why I believe current AI models can really think and understand - Part 1 of 2
How the human mind is different from our conception of it

We Don't Understand Neural Networks At The Algorithmic Level
The largest ongoing debate about AI is “Are Large Language Models (LLMs) intelligent?” That makes sense, at least: the evidence is ambiguous and the stakes a...
The path to ubiquitous AI | Taalas
By Ljubisa Bajic Many believe AI is the real deal. In narrow domains, it already surpasses human performance. Used well, it is an unprecedented amplifier of human ingenuity and productivity. Its widespread adoption is hindered by two key barriers: high latency and astronomical cost. Interactions with language models lag far...

Artificial Intelligence Safety and Security License Requirements
Artificial Intelligence Safety and Security License Requirements Artificial Intelligence (AI) is now broadly capable, which can produce both benefits and dangers. AI will hasten the design and proliferation of bioweapons, cyberweapons, nuclear weapons, progressively more general intelligence,...
AI is Creating Peak Software, Media is the Best Analogy
Let's learn more about the world's most important manufactured product. Meaningful insight, timely analysis, and an occasional investment idea.

Neural Computer: A New Machine Form Is Emerging
A research essay on Neural Computer: how it differs from agents, world models, and conventional computers; what runtime and CNC would mean; what current prototypes already show; and how software and hardware might change.
Machine god metaphors eat your brain
There are other ways of thinking about AI

autonomous-ai/autonomous-grid
Your AI intranet: network the computers you already own for inference and training.
AI demands more engineering discipline. Not less
If you lived through the shift from handcrafted server pets to immutable infrastructure, you should sense something oddly familiar about what's happening now.

Alex Komoroske on Twitter / X
The real AI battle isn't about who has the best model—it's about who controls your context. I just published a piece on why keeping these layers separate is the most important design decision of the AI era: https://t.co/6bljxg7KIt— Alex Komoroske (@komorama) June 16, 2025