JustHandled Labs
// HR & Recruiting

Evidence-Bound Resume Builder

Prepare a role-specific resume and matching cover-letter draft from your permitted career facts, with excluded claims and shared provenance.

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Not yet available to purchase. Submitted price shown below.

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What problem does Evidence-Bound Resume Builder solve?

Prepare a role-specific resume and matching cover-letter draft from your permitted career facts, with excluded claims and shared provenance.

Use it to

What it returns

A representative input and result

fixture-backed sample
input { "original_resume": "I built Python reporting tools for our weekly volunteer rota.\nI checked the rota against availability notes and documented the corrections for the coordinator.", "job_description": "Python reporting role", "sources": [ { "id": "s1", "text": "I built Python reporting tools for our weekly volunteer rota.", "locator": "notes:line-2", "permitted": true }, { "id": "s2", "text": "I checked the rota against availability notes and documented the corrections for the coordinator.", "locator": "volunteer-notes:4", "permitted": true } ], "claims": [ { "id": "c1", "text": "I built Python reporting tools for our weekly volunteer rota.", "source_id": "s1", "requirement_ids": [ "r1" ] }, { "id": "c2", "text": "Increased revenue by 73%.", "source_id": "s1", "requirement_ids": [ "r1" ] }, { "id": "c3", "text": "I checked the rota against availability notes and documented the corrections for the coordinator.", "source_id": "s2", "requirement_ids": [ "r1" ] } ], "requirements": [ { "id": "r1", "text": "Python" }, { "id": "r2", "text": "Budget leadership" } ], "application": { "role": "Reporting assistant", "company": "Example Community Centre", "job_locator": "supplied-job:1", "claim_ids": [ "c1", "c2", "c3" ] } }
result Dear hiring team, I am applying for the Reporting assistant role at Example Community Centre. I built Python reporting tools for our weekly volunteer rota. I checked the rota against availability notes and documented the corrections for the coordinator. Thank you for considering my application.

Access and approval boundaries

Known limitations

Questions

What do I receive?

A downloadable skill with a local Python helper, input contract, synthetic fixtures, tests and sample reports.

What do I need to run it?

Python 3.10 or newer and your authorized normalized JSON records. The helper uses the standard library; Windows CLI execution was tested.

Does it connect to my HR software?

No. You supply a local export normalized to the documented schema. There is no ATS or HRIS integration.

Will it apply, contact employers or judge my suitability?

No. It helps you prepare your own materials or practice. It never sends or submits, infers sensitive traits or predicts job outcomes.

What does READY mean?

No encoded finding in the supplied scope. It does not prove source truth, comprehensive readiness, legal compliance or approval to act.

What are the main limits?

Extractive source-unit assembly; candidate and agent improve presentation without inventing facts.

Where does my data go?

The Python helper stays local. Your agent host may separately process prompts; use synthetic data unless the owner authorizes sensitive data processing.

Evidence-Bound Resume Builder keeps proof and approval boundaries visible.

The listing includes the tested package, realistic samples, declared permissions, and known limitations.

Submitted to Agensi for review. Not yet available to purchase. The displayed price is the submitted one-time price.