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Source channel @githubtrending · Post #15477 · Feb 7

#typescript#penetration_testing#pentesting#security_audit#security_automation#security_tools Shannon is a free, open-source AI pentester (Lite edition) that autonomously scans your web app's source code, finds vulnerabilities like injections and auth bypasses, then executes real exploits via browser to prove them. Launch with one Docker command using Anthropic API; it delivers pentester-grade reports with copy-paste PoCs in 1-1.5 hours for ~$50. It beat humans with 96% success on benchmarks, finding 20+ critical flaws in OWASP apps. You benefit by testing code daily on non-production setups, closing security gaps from yearly manual pentests, and shipping confidently without hackers striking first. https://github.com/KeygraphHQ/shannon

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EdgeMarket.AI 📣

@edgemarketai · Post #7991 · 02/20/2026, 10:35 AM

High-profile matches expose more than skill — they reveal system dynamics. For Nottingham Forest vs Liverpool, EdgeMarket analyzes scenario formation: • Momentum vs control • Tactical flexibility • Fatigue and recovery cycles • Pressure response under crowd intensity Rather than framing outcomes as binary, we focus on how probabilities evolve before and during the match. Sport is one of the clearest real-world laboratories for decision intelligence. #DecisionIntelligence#SportsAnalytics#PremierLeague#EdgeMarket#SystemsThinking#OutcomeAnalysis