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New CyberFactory framework trains Aegis model for cybersecurity tasks

By PulseAugur Editorial · [1 sources] ·

Researchers have developed CyberFactory, an open-source framework designed to enhance cybersecurity capabilities using large language models. This framework facilitates the construction of training data, synthesis of agentic trajectories, and model training for tasks like proof-of-concept generation and vulnerability patching. The project also introduces Aegis, a new model trained using CyberFactory, which demonstrates improved performance on cybersecurity benchmarks compared to its base model. AI

IMPACT This framework and model could accelerate the development and deployment of AI-powered cybersecurity solutions.

RANK_REASON The cluster describes a new open-source framework and a trained model for cybersecurity tasks, detailed in an arXiv paper. [lever_c_demoted from research: ic=1 ai=1.0]

Read on arXiv cs.CL →

AI-generated summary · Google Gemini · from 1 sources. How we write summaries →

New CyberFactory framework trains Aegis model for cybersecurity tasks

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The cluster describes a new open-source framework and a trained model for cybersecurity tasks, detailed in an arXiv paper. [lever_c_demoted from research: ic=1 ai=1.0]
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COVERAGE [1]

  1. arXiv cs.CL TIER_1 English(EN) · Jian Yang, Haau-Sing Li, Shawn Guo, Zixi Zhao, Yibo Tan, Jiajun Wu, Aishan Liu, Xianglong Liu, Tianyu Zheng, Bryan Dai, Chengran Yang ·

    CyberFactory: Scaling Cyber Security Capabilities with Instances from the Wild

    arXiv:2608.23181v1 Announce Type: cross Abstract: As large language models (LLMs) continue to advance in coding capabilities, their potential in cybersecurity has drawn increasing research attention, with closed-source LLMs (e.g., Mythos) delivering advanced cybersecurity capabil…

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