CalibratedDecisions.

07 · 28 projects

Jev for documents & research

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

What Jev decides: Assign a topic, choose a document category, or answer whether a passage supports a citation.

Projects, newest first

Documents & researchHow to Give JEV EyesJev takes text, so turn the picture into text first.X post · kenoDocuments & researchjevpdfSearch a PDF in your own words: TypeSafe Jev asks one yes/no question per line and the matching lines light up on the page, ranked by probability.GitHub · ★ 2 · kylemclarenDocuments & researchA free tool that scores how rigorous a paper isJev reads an academic paper and reports how rigorous it is.X post · Timothy KassisDocuments & researchFinding errors in AI draftsJev used to spot potential mistakes in a draft.X post · stephonomonDocuments & researchJEV-Paper-RadarJev reads every new arXiv paper each morning and keeps the few you need.GitHub · ★ 7 · Eliot5566Documents & researchjev-boe-demoDaily demo applying TypeSafe's Jev model to Spain's official gazette (BOE).GitHub · ★ 1 · TatuckDocuments & researchjev-fill-pdfFill Japanese PDF forms (申請書・届出書) in one click with Jev by TypeSafe AI.GitHub · ★ 1 · takumi-golfDocuments & researchDocJevClassify and split document packets with Jev.GitHub · jerryjliuDocuments & researchjevsumeATS-friendly resume review powered by Jev (TypeSafe System One).GitHub · ★ 3 · unownoneDocuments & researchtypesafe-showcaseNext.js UI showing off TypeSafe's System One model (Jev) — parallel Noul judgments and a Choice-based citation checker, deployable to Vercel.GitHub · ★ 1 · AshadeepaDocuments & research2,300 AI papers in about 83 secondsA small-team case, with a caveat about where the cost came from.X post · KennyDocuments & researchwatfileText/PDF - File categorization and sorting with Typesafe AI Jev or local calibrated decision model.GitHub · ★ 2 · jexpDocuments & researchA thousand papers sorted, then gradedJev does the 24-topic sort, Opus 5 grades the labels.X post · Stas SorokinDocuments & researchNitpicky, zooming into AI imagesFaces, fingers, text, numbers and poses checked one at a time.X post · Richard MengDocuments & researchA 26-sheet plan set in 2.9 secondsCivil and building plan sheets classified for half a cent.X post · Trinay HariDocuments & researchWhich exam questions come back80 real exam questions and 297 practice ones, ranked in 80 seconds.X post · Hamed ValigholizadehDocuments & researchjev-reviewerSystematic-review data from trial reports, every answer a verbatim quote.GitHub · ★ 33 · choxosDocuments & researchsnifftestA prose linter for AI writing tells: regex rules plus Jev for judgment.GitHub · ★ 29 · DanRWilloughbyDocuments & research900 images in 40 secondsFayaz Ahmed’s image classifier: OCR reads each image, Jev sorts it.X post · Fayaz AhmedDocuments & researchCitation VerifierInspect whether sources support cited claims.GitHub · ★ 8 · MarissaFamularoDocuments & researchDocument ClassificationSort text documents into categories.GitHub · ★ 5 · Charlyhno-engDocuments & researchJev Paper JudgeExperiment with automated paper feedback.GitHub · ★ 2 · JacobLinCoolDocuments & research1k PapersBrowse research organized with Jev topic labels.Site · HassanDocuments & researchSix things I will still use Jev forIsaac Flath’s shortlist: fact-checking scripts, ranking a news feed, finding text in PDFs, checking citations, grouping notes, and evals over agent…X postDocuments & researchdoc-routerRoute mixed PDF documents between local text extraction and hosted OCR, with optional Jev judgments about which pages need OCR.GitHub · misbahsyDocuments & researchocrskill.comI built this Try it out if you have scanned PDFs or need to read the text from any image, no signup required.Site · MiBDocuments & researchJev RadarLocal research workspace: Jev steers investigation steps over public sources while optional text models propose questions and draft answers for Jev…GitHub · Eliovp BVDocuments & researchNote FilerObsidian desktop plugin that classifies the current note (or a selected tree) with TypeSafe Jev and moves Markdown files into Thema or IAB taxonomy…GitHub · someka-vrc

Other use cases

Agents & browsers 193Coding & code review 227Routing & model choice 161Context & memory 66Search & RAG 56Data & extraction 61Safety & guardrails 131Support & inbox 45Marketing, sales & social 95Trading & finance 46Games & real time 173Creative & generative UI 40Home, robots & devices 20Everyday apps 113SDKs & integrations 308Benchmarks & research 332Guides & docs 202