Co-authoring a research paper diagnosing over-refusal in PaperStack, a production chat-with-paper RAG system, finding 73% of refusals occur with evidence already retrieved and closing the gap with a training-free prompt fix that lifts LLM-judge-scored answer correctness (1-5 scale) from 3.65 to 4.03, with over-answering held flat and no hallucination trade-off.Co-author paper penelitian yang mendiagnosis over-refusal pada PaperStack, sistem RAG chat-with-paper, menemukan bahwa 73% penolakan terjadi meski bukti sudah berhasil diambil, lalu menutup gap tersebut dengan perbaikan prompt tanpa pelatihan tambahan yang meningkatkan skor correctness jawaban bernilai LLM-judge (skala 1-5) dari 3,65 menjadi 4,03, tanpa hallucination trade-off.
Assisting 150+ students across IF1221 Computational Logic, IF3170 Artificial Intelligence, and IF3270 Machine Learning, translating course concepts into practical, hands-on understanding aligned with course learning outcomes.Membimbing 150+ mahasiswa pada mata kuliah IF1221 Computational Logic, IF3170 Artificial Intelligence, dan IF3270 Machine Learning, menerjemahkan konsep perkuliahan menjadi pemahaman praktis yang selaras dengan capaian pembelajaran mata kuliah.