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.

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.

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)

We're All Building a Single Digital Assistant

https://api.omny.fm/orgs/070af456-729b-4a0f-9c09-a6c100397b59/clips/833070aa-a5ac-4ca5-ae97-b42d017e78ef/transcript

I went on a walk and ended up connecting three things I've been thinking about: evolution, LitRPG, and personal AI harnesses. Why listening to The Primal Hunter keeps getting me excited to work on my own goals, and how a personal AI harness is your own LitRPG system.

I went on a walk and ended up connecting three things I've been thinking about: evolution, LitRPG, and personal AI harnesses. Why listening to The Primal Hunter keeps getting me excited to work on my own goals, and how a personal AI harness is your own LitRPG system.

Evolution, Lit RPG and AI Harnesses

https://api.omny.fm/orgs/070af456-729b-4a0f-9c09-a6c100397b59/clips/4000896a-76ff-42af-bd34-b4c8013107e6/transcript

📝 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.

📝 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.

The Missing Piece Is Ideal State

https://api.omny.fm/orgs/070af456-729b-4a0f-9c09-a6c100397b59/clips/bb156704-9811-49d5-96e7-b4b70171bf70/transcript

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.

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.

The Different Games OpenAI and Anthropic Are Playing

https://api.omny.fm/orgs/070af456-729b-4a0f-9c09-a6c100397b59/clips/d89a1bba-f6ef-463f-b946-b4a6015436a5/transcript

We're All Building a Single Digital Assistant

Unsupervised Learning (Member Edition)

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