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Alibaba Cloud Developer
Alibaba Cloud Developer
Feb 27, 2026 · Information Security

How ABACI AI Agent Automates Linux Kernel Fuzzing, Bug Attribution, and Patch Generation

The article presents ABACI, an AI‑driven kernel defect intelligent agent that automates the entire lifecycle of Linux kernel fuzzing, from test deployment and crash analysis to root‑cause bisect, fix‑bisect, and LLM‑generated patch creation, dramatically reducing manual effort and accelerating vulnerability remediation.

LLMLinuxPatch Generation
0 likes · 23 min read
How ABACI AI Agent Automates Linux Kernel Fuzzing, Bug Attribution, and Patch Generation
JD Tech Talk
JD Tech Talk
Jan 9, 2026 · Artificial Intelligence

How JoyCode Agent Reached 74.6% Pass@1 on SWE‑bench Verified with a Patch‑Test Co‑Generation Loop

This technical report details JoyCode Agent’s end‑to‑end pipeline that couples patch generation with fail‑to‑pass and pass‑to‑pass test creation, uses trajectory compression, CSR similarity retrieval, and multi‑agent iterative retries to achieve a 74.6% Pass@1 score on the SWE‑bench Verified benchmark while cutting compute costs by 30‑50%.

AI code repairPatch GenerationSWE-Bench
0 likes · 38 min read
How JoyCode Agent Reached 74.6% Pass@1 on SWE‑bench Verified with a Patch‑Test Co‑Generation Loop
21CTO
21CTO
Oct 1, 2017 · Fundamentals

How MIT’s Genesis System Cuts Bug‑Fix Time in Half with Automated Patch Generation

MIT researchers introduced the Genesis system, which automatically learns from existing patches to generate and evaluate new patch templates, achieving nearly double the bug‑fix success of the best hand‑crafted approaches and reducing programmers' fixing time by about 50%.

MITPatch Generationautomated program repair
0 likes · 9 min read
How MIT’s Genesis System Cuts Bug‑Fix Time in Half with Automated Patch Generation