Pohon169 debuts as a groundbreaking innovation in the realm of tree-based artificial cognition. This novel structure leverages the potential of decision trees to achieve remarkable accuracy across a diverse range of problems. Pohon169's {uniquemethodology to tree construction and training enables it to concisely learn complex patterns within data,