Jatin Ganhotra

Java developers drowning in unfixed bugs, rejoice: automated reproduction test generation is now a viable option, thanks to a new benchmark and adapted generator.

Turns out, LLM agents are surprisingly bad at following plans, often preferring their own internalized (and potentially flawed) workflows, and a bad plan is worse than no plan at all.

Java codebases can now get state-of-the-art automated issue resolution thanks to iSWE Agent, which outperforms existing LLM agents by combining rule-based static analysis with LLMs.