Fine-Tuning and Agentic Workflows for Lebanese Arabizi Understanding and Generation. - Abbass Abdullah; Amir Amine; Hassan Bazzi; Mohammad Khalife; Joseph Azar; Raphaël Couturier (MENACOMM, 2026)