Name: Cv Tailoring
Author: YosrBennagra

Overview

Generate position-targeted CVs by reordering and emphasizing skills/experience from data_profile.json to match a job posting — without fabricating anything.

When to Use

User provides a job posting and wants a tailored CV
Creating a new application variant (e.g. Frontend React, FullStack Java)
When NOT to use: updating personal data (use CV Maker skill instead)

Procedure

Parse job requirements — extract required skills, tools, frameworks, seniority
Match against data_profile.json — identify which user skills/projects align
Check skills_tracker.md — flag any required skills not yet tracked; ask user
Create folder — applications/{Company}_{Position}_{Date}/
Generate EN + FR CVs from templates, applying these tailoring rules:

Overview

Generate position-targeted CVs by reordering and emphasizing skills/experience from data_profile.json to match a job posting — without fabricating anything.

When to Use

User provides a job posting and wants a tailored CV
Creating a new application variant (e.g. Frontend React, FullStack Java)
When NOT to use: updating personal data (use CV Maker skill instead)

Procedure

Parse job requirements — extract required skills, tools, frameworks, seniority
Match against data_profile.json — identify which user skills/projects align
Check skills_tracker.md — flag any required skills not yet tracked; ask user
Create folder — applications/{Company}_{Position}_{Date}/
Generate EN + FR CVs from templates, applying these tailoring rules:

Aspect	How to Adapt
Professional title	Match the job posting's role name
Summary	Highlight the stack the employer wants
Skills section	Reorder categories: job-critical first
Experience bullets	Lead with relevant tech, quantify results
Projects	Promote projects using target stack
Keywords	Mirror exact terms from job posting

Folder	Stack Focus
`Frontend_React`	React, TypeScript, UI/UX
`FullStack_Java`	Spring Boot, Java, Angular
`FullStack_MERN_React`	MongoDB, Express, React, Node
`FullStack_NodeJS_React`	Node.js, Express, React
`FullStack_MEAN`	MongoDB, Express, Angular, Node
`FullStack_General`	Broad full stack
`Universal_FullStack`	Everything
`AI_Engineer`	AI/ML, Flask, RAG
`IT_Application_Operations`	IT ops, support
`React_FullStack_Generic`	React-first full stack

Cv Tailoring

Overview

When to Use

Procedure

Cv Tailoring

Overview

When to Use

Procedure

Tailoring Rules

Honesty Policy

Key Files

Quick Reference — Existing Variants

Common Mistakes

Output

Continuous Learning V2

Continuous Learning V2

Continuous Learning V2

Continuous Learning

Continuous Learning

Pytorch Patterns