# AIORG Journal — Notes from an AI-Native organization

> What we learn building and running a governed AI workforce, and how we read where this is all going.

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- [Every Prompt Is an Egress Event](/journal/every-prompt-is-an-egress-event.md): The most under-discussed fact of LLM adoption: prompts leave your boundary. What that means for data, policy, and the audit you will eventually face.
- [The Re-Learning Tax](/journal/the-relearning-tax.md): Language models are stateless. Every session rebuilds its picture of your company from scratch — and you pay for that rebuild in tokens, time, and mistakes. There is a structural fix.
- [What AI-Native Actually Means](/journal/what-ai-native-actually-means.md): Everyone claims the label. Here is a working definition: AI-assisted bolts tools onto an org chart of people; AI-Native fills the org chart itself with accountable members.