5+ years of hands-on experience writing and maintaining automated tests (JavaScript/TypeScript, Python, or Java), within an AI-assisted workflow, including experience building meaningful automated coverage where little or none existed before. Logistics, TMS, freight brokerage, or supply chain software experience, including understanding load tendering, carrier management, rating, dispatch, and EDI/API carrier integrations.