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I built an AI résumé tool that refuses to lie about your experience

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Most AI résumé tools have the same flaw: they hallucinate. Ask them to tailor your résumé for a job requiring "Rust experience" and they'll happily invent a Rust project you never worked on. It reads great — until the technical interview.



I wanted the opposite. So I built Citevault: a local-first résumé tailoring tool where every claim is either grounded in your own evidence, or refused and flagged as a gap.



No fabrication. No API keys. Runs entirely on your laptop. (Model weights are pulled from Hugging Face once on first boot; after that, no outbound connections.)









The core idea: claim-level grounding



Every bullet in your résumé starts as a claim. Citevault processes each one through a pipeline:





  1. Retrieve — hybrid BM25 + dense embedding search over your indexed evidence (master résumé, project READMEs, blog posts, anything you upload)


  2. Re-rank — BGE cross-encoder scores the top candidates for relevance


  3. Verify — Gemma 4 reads the claim alongside the retrieved span and gives a verdict: SUPPORTS, PARTIAL, UNCLEAR, or CONTRADICTS


  4. Rewrite or refuseSUPPORTS → the claim is verified and cited; PARTIAL → rewritten to match only what the evidence actually says; UNCLEAR → a rewrite is attempted, and if it still can't be grounded, refused and gap-reported; CONTRADICTS → refused immediately and gap-reported





in the repo.



The code is on GitHub: github.com/jaberoma/citevault — MIT licensed, no account required, runs on any laptop with Docker.



Citevault's contract is simple: every claim in your résumé either links to a source span in your own evidence, or it does not appear. No exceptions.

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