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Source channel @githubtrending · Post #15510 · Feb 20

#go#ai_agents#ai_security_tool#anthropic#autonomous_agents#golang#gpt#graphql#multi_agent_system#offensive_security#open_source#openai#penetration_testing#penetration_testing_tools#react#security_automation#security_testing#security_tools#self_hosted PentAGI is an AI-powered tool that automates penetration testing with smart agents using 20+ pro tools like nmap and metasploit in a safe Docker sandbox. It researches vulnerabilities, executes attacks, stores knowledge for reuse, and creates detailed reports via a simple web UI. Quick setup needs Docker, an LLM API key (OpenAI/Anthropic), and `docker compose up -d`. This saves you hours of manual work, speeds up secure testing, cuts errors, and helps find issues faster for better protection. https://github.com/vxcontrol/pentagi

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Crypto M - Crypto News

@CryptoM · Post #64744 · 04/09/2026, 05:34 PM

🚀 AI TRENDS | Google Cloud AI's PaperOrchestra Enhances Manuscript Quality Google Cloud AI researchers have introduced PaperOrchestra, a system designed to improve the quality of literature reviews and manuscript formatting. According to NS3.AI, human evaluations revealed that PaperOrchestra achieved a 50%-68% win-rate margin in literature review quality compared to autonomous baselines. The system employs five specialized agents to manage tasks such as organizing raw materials, generating figures, reviewing literature, and formatting manuscripts. To evaluate the effectiveness of PaperOrchestra, researchers developed PaperWritingBench, a framework built from 200 top-tier AI conference papers. This framework demonstrated a 14%-38% improvement in overall manuscript quality, showcasing the potential of PaperOrchestra in enhancing academic writing processes. #AI#GoogleCloudAI#PaperOrchestra#ManuscriptQuality#LiteratureReview#AcademicWriting#AIAgents#ResearchTools#PaperWritingBench