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Network-Powered Job Discovery

A network-powered job-discovery engine for junior tech professionals — surfaces junior roles and shows community members' warm paths into the hiring organizations.

Next.js 16React 19FastAPICelerySQLAlchemy 2.0PostgreSQL 17RedisBrightDataApifyLangfuseWhatsApp (WAHA)

Problem

Juniors are filtered out of cold applications; the roles that actually convert come through warm intros they can't see.

Solution

Aggregate junior roles and map each to community members who can provide a warm introduction — turning a cold job board into a navigable relationship graph.

Results

  • Junior-role aggregation
  • Warm-path intro graph
  • LinkedIn enrichment pipeline

Aggregates junior openings and maps each one to community members who can offer a warm path in — turning a cold job board into a relationship graph. A FastAPI and Celery backend enriches roles and companies through BrightData datasets and Apify profile scraping, with WhatsApp outreach via WAHA.

Want something like this?

A free 15-minute intro call. No pitch deck, no pressure — just whether I can help.

Next opening: June 2026

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