Fathallah HajProduct · AI · DevOps
ENعע
Start a project
All work
AI referral agent for job seekersIn development

Bab (باب)

Two AI agents broker vetted job referrals for the Arab community in Israel: a seeker agent that writes CVs only from confirmed facts, and a referrer agent that protects the people who refer. Arabic, Hebrew and English, on WhatsApp and the web.

Bab's Arabic front door on desktop: a door to your first hi-tech job, with a demo role card and a referral request
Built forJob seekers from the Arab community in Israel, and the employees who refer them
My roleProduct design, agent architecture and full-stack engineering
StatusPrivate source; running for invited testers; no hire claims yet

Problem

Hi-tech hires through referrals, and most Arab graduates know nobody inside. Open referral marketplaces burn out the few people willing to refer.

What shipped

Seeker agent: a fact base confirmed line by line, CVs that cite only those facts, and fit scores with honest gaps.

Referrer agent: register an employer once, set a weekly cap, judge a packet in thirty seconds; names are released only on yes.

One conversation across WhatsApp and the web in three languages, with an operator queue, an audit log and approved consent texts.

Bab's Arabic front door on a phone
Front door on a phone

System shape

Bab (باب)

  1. 01

    Seeker agent

    Intake interview, confirmed facts, CVs and fit scores that cite them.

  2. 02

    Referral engine

    Matches referable fits to referrers with capacity, builds the packet, tracks every outcome.

  3. 03

    Operator console

    Approval queue, funnel by route and door, stop rules and any conversation handed over.

The source and customer data stay private. This view shows approved, anonymized system evidence.

Evidence

Deployed for invited testersReads live roles from public job boardsEvery outward action behind an approval gate

Tools & interfaces

TypeScriptPostgreSQL + pgvectorRedisWhatsApp Cloud APIClaude APIVercelRailway

Next honest step

The first real form submission and the first verified hire; a legal entity and a lawyer before public launch.

Discuss a similar system