ExploreRepair agents patch vulnerabilities without full bug details
On PatchEval it scores 39.6% with GPT-5.6-Luna and 71.6% with DeepSeek-V4.1-Flash, above EvoRepair by 16.0 and 25.4 points.
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Stories tagged #automated-patching
EviRepair: Evidence-Driven Agents for Reliable Vulnerability Repair
EviRepair uses evidence review among LLM agents to improve repository-level vulnerability repair on PatchEval and SecBench.
On the Reliability of LLM-Based Vulnerability Patching Benchmarks
Study finds LLM vulnerability-patching benchmarks inflate success while developer-aligned fixes stay rare across 112 bugs.
Google Open-Sources Mantis: A Modular Skills Toolkit That Lets Coding Agents Find, Reproduce and Patch Vulnerabilities
Google open-sourced Mantis, an Apache-2.0 modular skills toolkit that lets AI coding agents find, reproduce, and patch vulnerabilities with sandboxed verification.
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The History Is the Detector: Executing CVE Patch History, End-to-End
BUGSTONE-E2E converts CVE patch history into executable LLM-guided detection rules, yielding 1,033 rules and 644 runtime-verified findings across 14 programs.
Introducing Gemini 3.8 Flash and 3.8 Flash Cyber
Google DeepMind releases Gemini 3.8 Flash and 3.8 Flash Cyber with improved reasoning, coding, and cybersecurity vulnerability detection and automated patching.
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