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Independent radar of Jev builds, experiments and use cases — scored by Jev, not by likes. Not affiliated with TypeSafe AI.

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Jevframe

marimo@marimo_io

Project photo 1

Sep 22

5.5K views · 102 likes · 5 replies · 17 reposts on X · does not affect score

Jevframe is a pandas and polars dataframe adapter designed to generate new columns in bulk using Jev.

We were thrilled to get early access to @typesafeai's Jev model and explore tons of new use cases! Here's what @ktaletsk is building with Jev: 1. jevframe - pandas and polars dataframe adapter to bulk generate new columns with Jev github.com/ktaletsk/jevframe Try the notebook: molab.marimo.io/github/ktaletsk/jevframe/b

Related builds

Project photo 1

PostgreSQL Extension for TypeSafe AI Jev Integration

This project is a PostgreSQL extension that allows SQL queries to directly call TypeSafe AI's Jev for classifying rows within a database table, avoiding the need to export data for external processing.

giulio@giuliosmall

4.4K views on XJev score 76

Project photo 1

Simple Jev Project

The Simple Jev Project offers a faster and more reliable method for classifying data by directly reading next-token logits instead of generating text tokens, achieving near-identical classification results to cloud APIs with significantly lower latency and no parsing risk.

76 views on XJev score 71

JevNQL

JevNQL compiles natural-language questions into optimized relational and semantic query plans.

Aditya@adityakhalkar_

28 views on XJev score 69

Project photo 1

sqlite-jev

A loadable SQLite extension and Python wrapper for querying typed data using Jev, supporting scalar functions and batched virtual-table queries with confidence.

Martín Gaitán ⭐⭐⭐@tin_nqn_

97 views on XJev score 69

Original post Code

Quality57

NoveltyiHow surprising the Jev use is versus an obvious typed-decision call. Generic mentions score low; a new primitive scores high.52
UsefuliHow reusable the technique is for another builder. Toys score low; a production-quality idea scores high.67
SubstanceiHow much concrete evidence supports the claim: code, numbers, demo, architecture. Hype scores low.50

Quality is Jev’s judgment of the idea. Likes, reposts and views do not affect it. Relevance is a separate gate.