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erdem6
Experience
Otorecrutor
Apr 2026 – PresentLead AI & Automation EngineerFull-time, remote, sole engineer

Otorecrutor

A recruitment-intelligence platform I am the only engineer on. An LLM agent sits on top of a Python and Playwright acquisition layer that keeps 40,000+ agent records current across six national franchise networks, twice a day, with nobody watching.

I built the whole of it: the acquisition layer, the backend architecture, the PostgreSQL schema (movement history, scan logs, audit trail) and the agent that reads it. Eight scrapers run concurrently behind a shared Playwright base class that carries retry, pacing and per-site rate control, across RE/MAX, Century 21, Coldwell Banker, ERA, Keller Williams and Turyap.

What the system is actually for is change. It detects joins, departures and inter-office transfers inside the same run they happen in, then pushes structured events out through a custom Telegram bot, SMS and scheduled Excel reporting. Runs ship twice daily through a versioned Docker Compose deployment, gated by an automated compatibility check against the production runtime.

The work I am proudest of is a bug I had to find rather than a feature I got to build. Partial page loads were making the pipeline report agents as departed when they had not gone anywhere. I added whole-office carry-forward and partial-fetch detection; the release took the affected pipelines from dozens of false positives to none, and preserved 87 records in a single run.

Above all of that sits a data-integrity guard. If a run reports an implausible departure rate, it rolls the transaction back and raises an alert instead of writing. One upstream site going strange can no longer quietly corrupt the dataset.

Chose
Roll the transaction back and alert when a run reports an implausible departure rate.
Rejected
Trusting the scrape, and letting one upstream failure quietly corrupt 40,000 records.
  • 40,000+ agent records kept current
  • Six national networks, eight concurrent scrapers
  • Twice-daily unattended runs on a containerised VPS
  • Sole engineer: architecture, schema, agent, deployment
PythonPlaywrightLLM AgentsPostgreSQLDocker ComposeLinux VPS