Entrepreneur
Human Attention / Reality Equation The Weight Reality Adds Attention is stolen when the world becomes heavier than the expectation built to receive it. Actual arrives Expectation carries ballast Surprise Most arguments about attention treat
App to Stack / organization note20 Aug 2026 The calendar after the application The Coordination Ledger When personal AI capability can maintain work between meetings, a team needs clearer promises—not more proof that everyone is
Human Attention / Reality Equation The Question Reality Was Answering Surprise does not merely interrupt a blank mind. It lands where Expectation had already written a question, often before the person knew they were asking
Since February 2023 I have run a growing team of AI agents across my work and my life. This is the short version of what happened, and where the whole record lives. … Continue readingMy Story With AI: Four Years, 2.7 Million Artifacts, One Person
The treadmill was invented in 1818 as a punishment; we now pay monthly to climb it. When machines removed exertion from work, exertion came back as a product — and as the stack absorbs prediction error from daily life, surprise is next in line for a gym. … Continue readingThe Surprise Gym
App to StackOrganizational boundary note The Context Airlock A person can carry a method from one room of work to the next without carrying every room’s private contents along with it. Portable method / borrowed
Stop / Decide / Continue App to StackDecision note The Stopping Rule A personal stack can always find one more source, model, prompt, or revision. Its owner needs a way to know when more capability
Your brain learns from exactly one thing — prediction error — and the stack’s whole mandate is to remove prediction error from your life. Every error it absorbs on your behalf becomes training data for the machine that absorbed it. The learning doesn’t stop; it relocates. … Continue readingLearning Is Metabolized Surprise
A message that sounds exactly like care can now be produced without any. When every sentence may be stack-drafted, polish stops proving effort, surprise stops carrying news of the person — and trust between people goes looking for collateral that cannot be delegated. … Continue readingProof of Person
ChatGPT shipped 1,355 days ago. Run the same span forward and it lands on May 2, 2030, when a kid who is thirteen today turns seventeen — likely without ever taking a driving test, waiting on a diagnosis, or being offered an entry-level job. … Continue reading1,355 Days: What a Thirteen-Year-Old Will Never Do