Last updated: August 2026
This page explains what the content on this site and my social accounts actually is, and what it isn't. It's written in plain language on purpose. If anything here is unclear, the contact details at the bottom are the fastest way to ask.
Where I work with businesses and founders directly, the engagement is scoped to AI strategy, adoption, and delivery: reading where a capability actually sits between hype and durable value, and applying that to real decisions. It does not extend to financial, investment, tax, or legal advice, regardless of what else comes up in that conversation.
I write and post about tech stocks, Bitcoin, and long-term value investing because it's genuinely part of how I think, not because I'm qualified to advise you on it. I'm not a licensed financial advisor, and nothing I publish here, on X, or anywhere else is personalized financial advice.
When I share a specific move, position, or opinion on a stock or asset, I'm sharing my own thinking and experience as a form of transparency, the same way I'd talk through an AI framework. It's not a recommendation to buy, sell, or hold anything. My situation, timeline, and risk tolerance are mine, not yours, and a decision that makes sense for me may not make sense for you at all.
Do your own research, and talk to a licensed financial professional before making any investment decision. Markets carry real risk of loss, and past moves I've mentioned are not a guide to future ones.
The blog posts, frameworks (including the AI Expectation Curve), the free field guide, and the prompt resources are provided for informational and educational purposes. I put real effort into accuracy, but I make no warranty that any of it is complete, current, or error-free, and I'm not liable for decisions made based on it.
This site links to third-party tools and services (in the resources and tools sections, for example). I don't control those sites, and linking to them isn't an endorsement of everything they do or how they handle your data. Check their own terms before you use them.
The writing, frameworks, and designs on this site are mine. You're welcome to share links to it; please don't reproduce the content itself elsewhere without asking first.
If how this is written ever changes, this page will be updated and the date at the top will reflect it.