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Career workflow application

CareerKiln

A clearer path from role to application.

A local-first career console for evaluating roles, tracking applications and preparing tailored materials.

Source available

Workflow overview

CareerKiln

  1. 01Evaluate a role
  2. 02Prepare your materials
  3. 03Track the application
A workflow overview, not a screenshot of the application.

The problem

Why we built it.

A job search spreads across role descriptions, application trackers, CV drafts and follow-up notes. Keeping that work connected takes time away from making good applications.

What the application does.

  • Evaluate and rank roles, then track their progress in an application pipeline.
  • Prepare tailored CVs, cover letters and application answers through guided workflows.
  • Run guided application sessions that stop before final submission, leaving that decision to the user.

Engineering evidence

Beyond the interface.

  • Go
  • React
  • TypeScript
  • SQLite
  • AI workflows
  1. A Go API and job runner connect to a React interface, with SQLite as the runtime source of truth.

  2. Typed task envelopes and job-scoped authorisation structure the model-assisted workflows.

  3. Database postcondition checks verify intended workflow results rather than relying on a successful agent exit alone.

Take a closer look.

A local-first application with public source code. A demo is available by request; configuration and a local runtime are required.

Built on the MIT-licensed Career-Ops project by Santiago Fernández de Valderrama, with further development of the application, infrastructure and workflows.

Talk to us about CareerKiln