Guide · Documents & research

Six things I will still use Jev for

Isaac Flath’s shortlist: fact-checking scripts, ranking a news feed, finding text in PDFs, checking citations, grouping notes, and evals over agent…

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Isaac Flath @isaac_flath

I've been using Jev by @typesafeai Here's the six things i've tried and am confident I'll still use Jev for 60 days from now.

There's many more experiments, ideas, and things I think I will use it for. It's a big deal (more on why in next post).

But I am only sharing things

Sep 17, 2026

How builders describe it

Isaac Flath’s shortlist: fact-checking scripts, ranking a news feed, finding text in PDFs, checking citations, grouping notes, and evals over agent traces.

A practitioner's field notes on the six Jev uses he still expects to rely on after 60 days, including which early experiments did not stick.

The decision Jev makes

Assign a topic, choose a document category, or answer whether a passage supports a citation.

Where it fits

Sorting, labelling and checking documents is classic decision work: topic labels for papers, categories for files, and whether a source actually supports a claim. All 45 documents & research projects →