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Embed, cluster, and visualize any collection of texts in 3D semantic space — then learn a continuous semantic flow field over that space, so you can see not just where texts are, but how meaning tends to move between them.

18 starsPython

A semantic flow tool for embeddings

by pixedar·Apr 15, 2026·1 point·0 comments

AI Analysis

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Flow fields over embedding trajectories—TensorFlow Projector but with dynamics.

Strengths
  • Continuous flow field reveals how meaning drifts between clusters over time.
  • RBF and MDN flow models let users trade speed against local structure fidelity.
  • Works on diverse data: chat logs, agent traces, research papers, support tickets.
Weaknesses
  • Experimental alpha with 1 star—needs real user testing and documentation.
  • PyTorch dependency for MDN model adds friction for lightweight deployments.
Category
Target Audience

ML researchers, LLM observability engineers, data scientists

Similar To

TensorFlow Projector · UMAP · BERTopic

Post Description

So there are a ton of tools that let you visualize trajectories in semantic space but I just had the idea to compute the flow field out of these trajectories

The story behind it was that I initially analyzed human emotions over time in terms of repeating behavior patterns, and from that I had the idea to generalize it to any data. It’s very experimental alpha at this stage

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