Ibrahim, A.M. and Rezkiawan, R. 2026. Human-in-the-Loop LLM Assessment for Programming Education: Design and Empirical Validation. Edumatic: Jurnal Pendidikan Informatika. 10, 2 (Aug. 2026), 420–429. DOI:https://doi.org/10.29408/edumatic.v10i2.35647.