Invited as a speaker at PLN Learning Centre’s Knowledge Sharing Forum: “Knowledge to Impact, Toward the Global 500” — a national-level forum aimed at accelerating PLN’s innovation culture and knowledge management practices. Presented strategies for transforming internal knowledge and data assets into measurable business value, drawing from hands-on experience building ML-driven systems across multiple PLN business units.