{"data":{"id":61,"backendId":"4e0e8572-bdef-47de-b852-d76b7126045a","title":"Multi-Agent LLM System for Automated Vulnerability Discovery and Reproduction","summary":"Comments","analysis":"High practical value in cybersecurity; demonstrates the shift from single-prompt LLMs to complex multi-agent orchestration for logic-heavy tasks.","category":"technology","strategicTrack":"ai_agents","capitalRelevance":{},"tags":["cybersecurity","llm","multi-agent systems","vulnerability discovery","automation"],"qualityScore":10,"valueScore":9,"interestScore":8,"potentialScore":9,"uniquenessScore":8,"sourceCount":1,"confidence":5,"detectedAt":"2026-05-27T18:05:36.769Z","createdAt":"2026-07-03 08:06:45"}}