A dangerous misconception persists in higher education: that translation and multilingual communication are linear, bilingual text-transfer tasks, a mechanical exchange in which a source text goes in and a target text comes out. That outdated assumption leaves legacy academic programmes fundamentally misaligned with reality, now that large language models (LLMs) handle basic linguistic transfer with ease.
From Transfer to Workflow
To remain viable, universities in Canada and the GCC alike must dismantle this legacy framework and rebuild their programmes across their theoretical, conceptual, practical and professional dimensions. We must move from the traditional transfer paradigm to a dynamic workflow paradigm (Andani, 2025). That means shifting our theoretical foundations away from simple bilingual equivalence and towards a process-oriented cognitive partnership (Simbolon, 2024), in which the human is elevated to strategic architect of complex, technology-driven language ecosystems.
What Is at Stake
On a practical and professional level, treating translation as a mere text-matching exercise does a profound disservice to students, regional economies and vital social institutions. In Canada, robust human stewardship is a legal and democratic safeguard, protecting systemic integrity in public health, law and multicultural inclusion against the risks of unchecked algorithmic output.
Across the GCC, language services are a strategic national asset driving economic diversification and Vision 2030 initiatives, in Saudi Arabia and elsewhere. Safeguarding cultural dignity, regional nuance and "face" in Arabic demands sophisticated human intervention that generic, Western-centric AI simply cannot replicate.
Takeaway
Our pedagogy, or andragogy if you prefer, must pivot away from rote error correction and towards training highly specialised linguistic engineers equipped with advanced AI literacy, prompt engineering and risk-based auditing skills to drive the global knowledge economy. Legacy courses, translation studies and specialised translation courses included, need thorough epistemological revision and redesign. We are dealing with different concepts and constructs. We need to upskill our competencies and upgrade our conceptual framework in translation.
