Topic: driven

7 stories found

Tuesday, August 25, 2026

research40

Agentic Security: A Systematization of Tools, Failure Modes, and Design Laws for LLM-Driven Penetration Testing

A study outlines how LLM-driven agents can be used in penetration testing but notes recurring operational failures, aiming to systematize tools and design laws for better security practices. This matters as it addresses critical issues in deploying AI in cybersecurity to ensure more reliable and effective systems.

arxiv.org

Monday, August 24, 2026

research40

ExpertIVS: Sociological Expert Driven Individual Value Simulation in Large Language Models

A new method called ExpertIVS aims to improve how large language models simulate individual value systems by using sociological expertise, addressing limitations in current mechanical survey response integration techniques. This advancement is crucial as it enhances the social simulation capabilities of LLMs, making them more effective in understanding and predicting human behavior.

arxiv.org
research35

SDAD: Spec-Driven Agentic Development for the AI-Native SDLC

A new approach called Spec-Driven Agentic Development (SDAD) is transforming software development by leveraging AI with vast contextual understanding, redefining the SDLC through enhanced rich context handling and multi-step reasoning capabilities. This shift is crucial as it promises more efficient and sophisticated coding processes.

arxiv.org

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