# Technocraft Corporation

> Hierarchical representations and compositional manifolds.


## Posts

- [Taylor Expansion as a Local Bet](https://agi.technocraftai.com/taylor-expansion-as-a-local-bet/): A Taylor expansion can describe a small transition from a base class toward an unseen one. Its usefulness depends on whether that local approximation predicts well, which the formulation alone cannot show.
- [What an Elephant Minus Horse Vector Says](https://agi.technocraftai.com/what-an-elephant-minus-horse-vector-says/): The difference between elephant and horse embeddings can be drawn as a direction in semantic space. That direction suggests a route for extrapolation, but is not evidence that an unseen class will be recognized.
- [From Edges to Unseen Object Classes](https://agi.technocraftai.com/from-edges-to-unseen-object-classes/): An object representation built from edges, corners, and formal parts has a natural connection to compositional zero-shot learning. The connection is structural; it does not, by itself, establish recognition performance.

## Pages

- [About](https://agi.technocraftai.com/about/)
- [Home](https://agi.technocraftai.com/)


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