📅 2025-07-11 — Session: Coordinated Resume Parsing and Job Scoring Documentation

🕒 18:55–19:20
🏷️ Labels: Resume Parsing, Job Scoring, Ai Evaluation, User Onboarding, Customization
📂 Project: Dev
⭐ Priority: MEDIUM

Session Goal

The primary objective of this session was to coordinate the development and documentation of two key pages: resume-parsing.md and job-scoring-and-ranking.md. These pages are crucial for guiding users through the job evaluation process using AI.

Key Activities

  • Coordinating Documentation: Structured the content for two complementary documentation pages focusing on resume parsing and job scoring.
  • User Experience Design: Emphasized the importance of user onboarding and customization, using Jinja2 and JSON schema, to enhance user experience and prevent overwhelm.
  • Technical and UX Clarity: Mapped out the technical flexibility and UX clarity needed for assistant customization, ensuring users can effectively navigate the job scoring system without traditional resume uploads.
  • Job Scoring Mechanism Overview: Provided a detailed breakdown of the job scoring and ranking mechanism, including heuristics and LLM integration.

Achievements

  • Developed a clear structure for the documentation pages that differentiate between resume parsing and job scoring.
  • Enhanced user guidance through reframed documentation that facilitates user understanding of the AI job scorer.
  • Provided comprehensive guides on customization and interpreting job match results.

Pending Tasks

  • Finalize the onboarding strategy documentation to ensure smooth user transition from consumers to designers/operators.
  • Continue refining the customization pages to enhance user education and experience.