I'm worried about humanity's future.
Most people built their identities around their jobsâtheir title, their place in a hierarchy, their usefulness to an organization. AI is about to automate a lot of that, which will cause a crisis for millions.
But I think this is also an opportunity. If we do it right, AI can free people to discover who they actually areâtheir purposes, their gifts, the things they'd pursue even if nobody paid them.
That's what I'm working on: helping humans upgrade themselves for a post-work world.
TELOS helps you articulate who you are, what you value, and what you're trying to achieveâstructured self-knowledge that AI can actually use to help you.
PAI is Personal AI Infrastructureâthe scaffolding for building your own AI assistant that knows your context, follows your preferences, and improves over time.
Substrate is the deeper foundationâa framework for understanding what humans are, what we want, and what progress actually means.
Fabric is a collection of crowdsourced prompts for common AI tasksâextract wisdom, analyze security, summarize content, and more.
Human 3.0 is the philosophyâa framework for human flourishing when AI handles the routine work.
| Project | What It Does | |
|---|---|---|
| TELOS | Framework for deep personal context | |
| PAI | Personal AI Infrastructureâbuild your own AI assistant | |
| Substrate | Philosophy of human understanding and progress | |
| Fabric | Crowdsourced AI prompts for common tasks | |
| SecLists | Security testing wordlists and resources |
- AI Changes I Expect in 2026
- Cybersecurity Changes I Expect in 2026
- AI-enabled Self-software
- China is Becoming Private Equity for the World
- A Personal AI Maturity Model (PAIMM)
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