How we can use an output-based system to judge whether or not different kinds of technology achieve understanding or intelligence. 

How we can use an output-based system to judge whether or not different kinds of technology achieve understanding or intelligence.&nbsp;

Unsupervised Learning is about ideas and trends in Cybersecurity, National Security, AI, Technology, and Culture—and how best to upgrade ourselves to be ready for what's coming.

Unsupervised Learning is about ideas and trends in Cybersecurity, National Security, AI, Technology, and Culture&mdash;and how best to upgrade ourselves to be ready for what's coming.

Exploring the fascinating intersection of security, technology, and humans.

Unsupervised Learning

Unsupervised Learning (Member Edition)

Judge AI based on Output, Not Mechanism

https://api.omny.fm/orgs/070af456-729b-4a0f-9c09-a6c100397b59/clips/534211c5-f57b-4474-948e-b39d0165f728/transcript

A welcome back and early entry into 2026. 

Sponsored by: Knocknoc!

A welcome back and early entry into 2026.&nbsp;
Sponsored by: <a href="https://ul.live/knocknoc_N514">Knocknoc!</a>

Starting 2026

https://api.omny.fm/orgs/070af456-729b-4a0f-9c09-a6c100397b59/clips/1279a115-e9ef-46c9-9797-b3e2016e90a4/transcript

How humans and AI models both share the weakness of deterioration without novel inputs. 

How humans and AI models both share the weakness of deterioration without novel inputs.&nbsp;

Humans Need Entropy

https://api.omny.fm/orgs/070af456-729b-4a0f-9c09-a6c100397b59/clips/157ff45e-4f22-4811-8565-b396016b98d9/transcript

Karpathy is confusing LLM limitations with AI system limitations, and that makes all the difference. 

Karpathy is confusing LLM limitations with AI system limitations, and that makes all the difference.&nbsp;

Why I Think Karpathy is Wrong on the AGI Timeline

https://api.omny.fm/orgs/070af456-729b-4a0f-9c09-a6c100397b59/clips/cbeb8cdf-250f-4e40-82f6-b37c00ecd96b/transcript

Judge AI based on Output, Not Mechanism

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