SMRTR ProgrammingApr 19, 2026Dev.to

Building a Smarter Hiring Engine: AI Recruiter with RAG, Memory & Web Search

SMRTR summary

Recruit Intelligence Agent is an AI-powered recruitment assistant built with FastAPI and Backboard that goes beyond traditional ATS systems. It combines automated candidate screening, resume parsing into JSON Resume format, job description matching with gap analysis, and candidate validation via live web searches. The system uses RAG, memory, and multi-step reasoning to provide intelligent hiring recommendations rather than simple keyword filtering.

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