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Co-Authored-By: Claude Opus 4.8 <noreply@anthropic.com>
2026-07-17 17:04:32 +02:00

6.5 KiB

Jobjakt Master Implementation Guide

Version: 1.0


Purpose Of This Document

This document is the primary source of truth for understanding and improving Jobjakt.

Before making significant changes:

  1. Read this document.
  2. Read the relevant linked documentation.
  3. Understand existing architecture.
  4. Make incremental improvements.

Do not redesign based on assumptions.

Always verify against the actual codebase.


Product Identity

Application Name

Jobjakt


What Is Jobjakt?

Jobjakt is a job tracking and career management application.

The primary purpose is:

Help users organise, manage, and improve their job search.

It is not primarily a CV builder.

The CV system is a supporting feature.


Product Hierarchy

The product hierarchy is:

CORE PRODUCT

Job Tracking

Applications

Application Workflow

Follow-ups

Communication Tracking

SUPPORTING FEATURES

Career Profile

Master CV

CV Builder

Cover Letters

Portfolio

Interview Preparation

ENHANCEMENT FEATURES

Job Discovery

Find Opportunities

Import Into Tracker


Core Principle

Do not transform Jobjakt into a CV generator.

The competitive advantage is:

Managing the entire journey from discovering a job to successfully applying.


Target Users

Primary user:

People actively looking for work.

Examples:

  • Developers.
  • Professionals changing careers.
  • Graduates.
  • Anyone applying for multiple jobs.

Current Product Goals

Priority order:

1. Excellent Job Tracking

Users should easily:

  • Add jobs.
  • Track status.
  • Manage applications.
  • Follow up.
  • Store communication.

2. Excellent Application Workflow

A user should be guided through:

Find Job

Import Job

Review Details

Prepare CV

Prepare Cover Letter

Add Supporting Files

Submit Application

Track Progress


3. Career Workspace

Users maintain:

One professional identity.

This includes:

  • Personal information.
  • Work history.
  • Education.
  • Skills.
  • Projects.
  • Certifications.
  • Languages.
  • Achievements.

This becomes the source of truth.


Career Architecture

The relationship should be:

Career Profile

Master CV

CV Builder

Theme/Layout

Generated CV


For applications:

Career Profile

AI Analysis

Job Description

Tailored CV Draft

User Review

Saved Copy Against Application


Important:

The master CV must never be modified automatically.


CV Builder Vision

The CV builder should become similar in quality to:

  • FlowCV.
  • Novoresume.
  • ElegantCV.

Reference research:

docs/research/


CV Builder Principles

Content And Design Are Separate

Content:

  • Experience.
  • Skills.
  • Education.

Design:

  • Theme.
  • Colours.
  • Fonts.
  • Layout.

Users should be able to:

  • Choose themes.
  • Preview instantly.
  • Change colours.
  • Show/hide photo.
  • Configure sections.
  • Export.

Preferred Builder Experience

Structure:

Content Tab

Customise Tab

Preview

Export


Themes

Initial goal:

3-5 excellent themes.

Categories:

ATS Professional

Simple.

Recruiter friendly.

Modern Professional

Clean SaaS style.

Creative

More visual.


Themes should support:

  • Accent colours.
  • Typography.
  • Layout.
  • Spacing.
  • Photo options.
  • Icons.

Authentication Requirements

Users must support:

Email Signup

User can:

  • Register.
  • Login.
  • Reset password.

OAuth

Support:

  • Google.
  • Microsoft.

If OAuth user does not exist:

Create account automatically.


Security

Support:

  • Password security.
  • Validation.
  • Rate limiting.
  • Two factor authentication.

See:

docs/security/


AI Philosophy

AI assists users.

AI does not replace users.


AI can help with:

  • CV improvements.
  • Job matching.
  • Cover letters.
  • Interview preparation.

AI output must:

  • Be editable.
  • Require approval.
  • Never invent facts.

See:

docs/ai/


Job Search

Job search is an enhancement.

It should not replace job boards.


Ideal workflow:

Search

Find Opportunity

Import Job

Track Application


Possible features:

  • Job title search.
  • Location.
  • Industry.
  • Remote.
  • Filters.
  • Company information.

Research required before implementation.


SaaS Direction

Current:

Personal application.

Future:

Commercial SaaS.


Prepare for:

  • Multiple users.
  • Premium features.
  • AI limits.
  • Storage limits.
  • Premium themes.

Do not over-engineer.

Prioritise:

Product quality first.


UI Direction

The desired UI style:

  • Modern.
  • Professional.
  • Notion-inspired.
  • Clean.
  • Easy to navigate.
  • Dark mode support.

Avoid:

  • Clutter.
  • Complex menus.
  • Confusing workflows.

UX Principles

The application should be:

Simple enough for beginners.

Powerful enough for serious users.


Users should always understand:

Where they are.

What they can do.

What happens next.


Development Rules

When implementing:

Always

  • Review existing code first.
  • Make incremental changes.
  • Preserve working functionality.
  • Add tests.
  • Document decisions.

Avoid

  • Large rewrites.
  • Breaking migrations.
  • Duplicate systems.
  • Unnecessary dependencies.

Code Quality

Follow:

docs/technical/


Architecture

Follow:

docs/architecture/


Security

Follow:

docs/security/


AI

Follow:

docs/ai/


Product Research

Follow:

docs/research/


Implementation Priority

Phase 1

Foundation:

  • Authentication.
  • User experience.
  • Navigation.
  • Job workflow.

Phase 2

Career Workspace:

  • Master profile.
  • CV management.
  • Builder.

Phase 3

AI:

  • Tailoring.
  • Assistance.
  • Recommendations.

Phase 4

Advanced:

  • Job discovery.
  • Public profiles.
  • SaaS.

Working Style For AI Assistants

When working on Jobjakt:

Do not stop after every small task.

Work autonomously.

Continue improving areas that are safe.


Only request user input when:

  • A product decision is required.
  • Multiple valid directions exist.
  • Credentials are needed.
  • A destructive decision is required.

If blocked:

  1. Document the blocker.
  2. Find another useful task.
  3. Continue working.

Final Goal

Jobjakt should become:

A premium career workspace.

A user should maintain one professional identity and use Jobjakt to:

  • Find opportunities.
  • Manage applications.
  • Create documents.
  • Improve applications.
  • Track career progress.

The CV is one output.

The career journey is the product.