CalibratedDecisions.

Repo · Data & extraction

Resurface

Resume screening: LLM writes questions; TypeSafe Jev System One classifies answers.

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From the repository

TypeSafe JEV resume screening: LLM writes the questions, JEV (System One classification model) answers them for every resume in your ATS with the exact evidence line. 8× faster, 31× cheaper than an LLM.

ai-recruitingatscandidate-matchingclassification-modelclaudedecision-modelevidence-based-hiringhr-techjevjev-latestllm-vs-classifiernextjsopenai-decisions-apirecruitingresume-parserresume-screeningsystem-onetalent-rediscoverytypesafetypesafe-jev

The decision Jev makes

Keep or drop a row, assign a label, or select one field value at a time.

Where it fits

Putting Jev next to the data: filtering rows with plain-English conditions, classifying records, labelling datasets and pulling structure out of text one small decision at a time. All 98 data & extraction projects →

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