Large language models are shifting towards professional collaboration, requiring models to digest fragmented source files and structure specialized knowledge into cohesive analysis. GLM-Legal achieved a 19.2% all-pass rate on Harvey LAB while matching frontier closed-source models in complex execution, legal reasoning, and real-world drafting.