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Daniel Miessler

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

📝 Theo put out a video saying you should turn off Claude Code's memory, and it triggered me enough to record a response. My argument: the real problem with all AI is the gap between what's in your head and what the AI knows you want. I walk through how LifeOS closes that gap with the Ideal State Artifact, one document that works as both the build spec and the testing harness, and show the skill system and blogging pipeline that run on it.

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The Missing Piece Is Ideal State

Anthropic is going after the enterprise operations layer; OpenAI wants to be everyone's personal agent. Both are multi-trillion-dollar markets, and they barely overlap.

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The Different Games OpenAI and Anthropic Are Playing

A debate with Zack Korman on the morality of Dario Amodei specifically, and Anthropic in general. Zack's version of the video: https://youtu.be/mQ9-YoE9ykE

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Debating the Morality of Dario Amodei

Why we should think of the AI harness not as a coding tool, but as an Intent Engineering system that manages your entire life — a LifeOS. https://github.com/danielmiessler/LifeOS

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Rethinking AI Harnesses

My argument for why we need some AI model controls.

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Why We Need Some AI Model Controls

A logical argument and demonstration of how AI has one type of understanding while lacking another.
 
https://aiunderstands.ai 

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AI Predicts the Text of Answers

Most Companies Aren't Anywhere Near Ready for AI. It's not that companies aren't using AI—it's that they can't.

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Most Companies Aren't Anywhere Near Ready for AI

There's tons of confusion about what we're all building towards with Personal AI. Are we building Agents? AI Harnesses? To what end? In this video I lay why I think we're all heading towards a single place that we should start getting ready for now. I think getting this early will put you 1-3 years ahead of everyone.

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We're All Building a Single Digital Assistant

A longer form discussion on exactly how and why AI will replace knowledge workers.

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Why AI Will Replace Knowledge Workers

I think the future is cheaper and Open Source SOTA models combined with context, not custom, narrow models.

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Why I Believe in SOTA Models Over Custom Ones

CloudBleed, SHA1-1, White House Leaks, Planets, Satellites, Drones vs. Eagles, InfoSec Jobs, ExFil, IQ and Creativity in a Post-work World, Weaponized Narrative, Security Tools, Tons of Great Links, and more…

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Unsupervised Learning: No. 67

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