LLM HR Agents

• Implemenations of LLM Agents for evaluating and screening applicants using RAG, CoT and other techniques

For Screening

Review work experience

• Review work experience such as Leadership experience and other required skills in the job description

pnpm ts-node --esm src/requirements_review/index.ts

Predict industry from company name

• Using ReAct and SerpAPI for prediction

pnpm ts-node --esm src/predict_industry.ts Tesla
{ output: 'an automotive and energy company.' }

pnpm ts-node --esm src/predict_industry.ts "PG&E"
{ output: 'Utility company' }

pnpm ts-node --esm src/predict_industry.ts Noxx https://noxx.xyz
{ output: 'a payment and resume creation service.' }

Measure skills from resume

• Count the number of times a skill is mentioned in a resume

pnpm ts-node --esm src/review_skills/index.ts

• Measure skills based on Proficiency levels

# Knowledge proficiency level
Expert: Design and optimize architectures of multiple projects using this knowledge. Lead multiple teams. Mentored people.
Advanced: Have used in multiple projects. Collaborate with members. Maintained a project.
Intermediate: Have used in or completed a production level project. Used in a part of a project.
Novice: Understands the concept.

pnpm ts-node --esm src/measure_skills/index.ts

Review coverletter

Review coverletter and give matching scores to the job description

• Add jd.json under src/test/
• add cover_letter_xx.txt under src/test/ and run:

NODE_NO_WARNINGS=1 pnpm ts-node --esm src/cover_letter_review.ts

Utilities

Parse resume and extract skills and work experiences

• Parse resume using Sovren
• Place resumes under resume/{company_name}/
• Run:

pnpm ts-node --esm src/resume_parser/index.ts

Update Airtable Script

• Update Airtable record
• Set AIRTABLE_API_KEY, RECUITMENT_POC_BASE_ID and JOB_APPLICANTS_TABLE_ID (table name you would want to update) in .env
• Run the script

// pnpm ts-node --esm src/insert_{functions}.ts
pnpm ts-node --esm src/insert_requirements.ts