Your Agent Writes the PR Description, but It Only Tells You What the Code Does

AI coding agents often produce PR descriptions that detail code changes but omit critical context, such as the reasoning behind updates or specific areas requiring reviewer attention. Separately, a Kaggle Benchmarking Challenge evaluated coding agents' performance across six languages, including Swahili and Maragoli. The study tested Python coding tasks and planning capabilities to determine if agents can effectively execute instructions when briefed in languages that were underrepresented during their initial training phases.