Refine and cleanup
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README.md
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README.md
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# kohngrüti app
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# kongruity app
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kohngrüti employs Large Language Model ("LLM") semantic grouping functionality to cluster large volumes of "to dos" or issue tags in development (or other) settings, according to thematic or topical similarity.
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kongruity employs Large Language Model ("LLM") semantic grouping functionality to cluster large volumes of "to dos" or issue tags in development (or other) settings, according to thematic or topical similarity.
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(To learn more about this topic, see, e.g., [Kozlowski A., Boutyline A., Semantic Structure in Large Language Model Embeddings Aug. 2025, arXiv:2508.10003v1:04 Aug 2025](https://arxiv.org/html/2508.10003v1)).
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In the world of kohngrüti, these "to dos" are called "sticky notes." kohngrüti's React/Vite UI views a board of seemingly chaotic "sticky notes". But with one click, they are transformed into manageable, actionable groups, each with a header that explains the group semantic interrelation.
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In the world of kongruity, these "to dos" are called "sticky notes." kongruity's React/Vite UI views a board of seemingly chaotic "sticky notes". But with one click, they are transformed into manageable, actionable groups, each with a header that explains the group semantic interrelation.
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The backend is an Express API that serves "sticky note" data and proxies semantic grouping requests to Antrhopic Claude.
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### 1. Unzip the project
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```bash
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unzip kohngrüti.zip
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cd kohngrüti
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unzip kongruity.zip
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cd kongruity
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```
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### 2. Create a secrets file
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