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Portrait of Lucian Andrei Negoita Lucian
ES
Things I made
Built for family

The AI recommends, the driver decides

Copilot for a self-employed haulier working with Amazon Relay. It reads offers from email, computes the real profit per km including empty legs and drafts a negotiation reply in Spanish and English.

How it works

with human approval at every step
  1. Gmail Picks up load offers every few minutes.
  2. Evaluator Three-block cost model, official diesel price and a six-level rating.
  3. Claude Drafts the counter-offer in Spanish and English and adapts strategy to the season.
  4. Flask dashboard Nothing is sent or accepted without human approval.

Why I built it

I built it for a relative who drives a truck. The per-km price the platform shows ignores the empty drive to the pickup and the real cost of the truck, and choosing in a hurry among dozens of offers a day costs money.

What it taught me

  • The most important rule in the system is a constraint: the AI never acts on its own.
  • Keeping the AI client in a single module made it possible to switch providers without touching the rest of the code.

Built with

  • Python
  • Claude API
  • Flask
  • Gmail API
  • Playwright
  • SQLite
Project view: Relay Traffic Copilot
Next project peaje In progress

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