Pereira dos Santos, Charles, Israel Gondres Torné, Carlos Maurício Seródio Figueiredo, and Fábio de Sousa Cardoso. 2026. “LiteML-Edge: A Contract-Centered Framework and Methodology for Replay-Driven 1:1 Python--Firmware Validation in TinyML”. IEEE Latin America Transactions 24 (11):1293-1301. https://latamt.ieeer9.org/index.php/transactions/article/view/10820.