Blog
Notes on memory systems, agent state, and making the internet personal again.
Agent-Native Teams Need Memory That Speaks First
Every agent memory benchmark rewards answering when asked. Real agent work needs proactive memory that fires at the right future moment — and knows when to stay silent.
Your Personal Computer Now Has a State
The unfinished project of personal computing, reopened by AI. Agents share your machine but not your machine's current state.
What AI Can Actually Do With a Company Brain
Enterprise search vendors proved companies will pay for grounded answers. Agent-native companies buy something else: a runtime where work is inherited, replayed, scored, and improved — and it is not search.
Three Kinds of Memory Problem (and Why Games Keep Them Straight)
Agent research collapses everything into one blob called memory. Game environments punish the confusion: what happened, what's true now, and what experience taught are three different systems.