HN xmulot 7/7/2026

AI Agent using a Burp-style toolkit over MCP

Open-weights LLM agent (GLM-5.2, Gemma, Qwen) performs web penetration testing via headless Chromium. Solved 87% OverTheWire Natas challenges using Burp-style toolkit.

HN magester 7/7/2026

New Mass GitHub dorking tool

ghscan is a GitHub reconnaissance tool that maps organizational footprint and scans for leaked secrets across employee repos.

Ax Zongmin Yu, Liu Yang 7/7/2026

Evolutionary Ensemble of Agents

Evolutionary Ensemble (EvE): decentralized framework co-evolving coding agents for algorithmic discovery. Evolves guidance and skills rather than modifying base agent substrate.

Ax Xinle Deng, Ruobin Zhong, Hujin Peng, Xiaoben Lu, Yanzhe Wu, Guang Li, Buqiang Xu, Yunzhi Yao, Jizhan Fang, Haoliang Cao, Junjie Guo, Yuan Yuan, Ziqing Ma, Yuanqiang Yu, Rui Hu, Baohua Dong, Hangcheng Zhu, Ningyu Zhang 7/7/2026

MemTrace: Tracing and Attributing Errors in Large Language Model Memory Systems

MemTrace framework for tracing and attributing errors in LLM memory systems. Debugs how information synthesis, propagation, or corruption occurs in long-horizon reasoning.