All projects
PROJECT / Human in the loop LinkedIn & job application agent

Content Copilot

A local first, three agent tool that drafts LinkedIn posts/comments and tailored job application cover letters, with web search grounded topic scoring. Every publish/apply action stays manual, avoiding platform ToS violations.

PythonReactOpenAIWeb Search
Illustrative architecture
RECORDED PROJECT NOTES
Agents
3
Grounding
Web search
Publishing
Manual

Selected engineering work by Muhammad Mubashir, showcased by Retrieva Labs. Figures and scope reflect the existing project notes. The evidence section explains what is available to review.

THE PROBLEM

A useful outcome starts here.

A local first, three agent tool that drafts LinkedIn posts/comments and tailored job application cover letters, with web search grounded topic scoring. Every publish/apply action stays manual, avoiding platform ToS violations.

AVAILABLE EVIDENCE

Project notes, with context.

This project overview is drawn from the existing portfolio notes. Client source code, demonstrations and evaluation artifacts are not published here.