Live2025

Job Army Knife

A practical toolkit for structured job-search work

CAPABILITY SIGNALHuman-in-the-loop career operations
PythonOpenAIGitHub

The build

A public GitHub project that packages repeatable research, résumé tailoring, and application-support workflows.

Job searches create repetitive analysis and writing tasks, but quality falls when automation ignores role context and evidence discipline.

System design

What the work explores

ARCHITECTURE VIEWJob Army Knife system map
01Role inputRequirements
02Evidence mapCandidate proof
Python
03AI workflowHuman-reviewed
OpenAI
04Reusable toolkitOpen repository
GitHub
Open build details
  1. 01

    Turned recurring job-search tasks into a reusable, documented workflow.

  2. 02

    Designed for evidence-backed tailoring rather than keyword stuffing.

  3. 03

    Published openly for iteration and practical use.

Next in the lab

Wain AI Commerce Systems

Shopping assistance + governed product-content production