A new study introduces ProgramBench, a benchmark designed to evaluate whether large language models can reconstruct software programs entirely from scratch. The evaluation tests fundamental code logic and architecture comprehension rather than relying on simple pattern matching or partial code completion. Ultimately, this research provides critical insights into the true programming capabilities and structural limitations of current generative AI models.