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Refploit recovers 80.2% of Java vulnerability exploits by transforming failed agent trajectories into actionable insights, revealing the untapped potential of incomplete exploit attempts.
Turns out, users are more worried about LLM access and deployment than just generation quality.
Discovering exploitable library vulnerabilities in client code doesn't require proof-of-concept exploits anymore, thanks to a new fuzzing technique.
Automated patch porting can now handle twice as many inconsistencies by leveraging LLMs to reason about global codebase differences, not just local context.
