# Data distributions will always outwit clever ML, says TypeSafe AI

> Original title: you can smuggle your semantic logic in string caveats, embedding vectors, and all the complicated ML you want, but data distributions wil...

- Source: TypeSafe AI
- Published: 2026-11-06T01:54:21.000Z
- Bad Influence: https://badinfluence.news/items/hp9akf69ndkpkgxd0s95ak0uh
- Original: https://x.com/typesafeai/status/2118522341219319935

## Summary

TypeSafe AI (@typesafeai) argues that data distributions are always more unpredictable than any semantic logic, string caveats, embedding vectors, or complicated ML. The post recommends stating what you need to know and confirming that a plain reading of your data is enough to decide reliably.

## Post

you can smuggle your semantic logic in string caveats, embedding vectors, and all the complicated ML you want, but data distributions will always be far more ridiculous than you can be clever

so:
• be clear about what you need to know
• be clear that a plain reading of your data is enough to know

and you're ready to make reliable decisions! that's System One for you

![](https://badinfluence.news/api/img-proxy?u=https%3A%2F%2Fpbs.twimg.com%2Fmedia%2FHWZ1LK8aoAAPrEU.png&mode=thumb&exp=1794182400&sig=2eaedd0883d89515)