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DESCRIPTION:   'Title: Agentic Chaos - What 86K+ Agent Codebases Reveal Abo
 ut 700K+\n   Exposed AI Systems\n   Tags: AppSec Village | Creator Talk/Pa
 nel | All Audiences\n   When: Friday\, Aug 7\, 13:30 - 13:59 PDT\n   Where
 : LVCCW Level 1 Hall 2 604 (Appsec Village) Main Stage - [1]Map\n\n   Desc
 ription:\n\n   AI agents have quickly become a core part of production\n  
  infrastructure. Autonomous systems that invoke tools\, execute code\,\n  
  orchestrate workflows\, and interact with external services are now\n   d
 eployed across developer tooling\, automation platforms\, data\n   pipelin
 es\, and enterprise environments at scale.\n\n   Yet despite the speed of 
 adoption\, almost nothing is known about how\n   these systems are actuall
 y built or secured in the wild.\n\n   To answer that question\, we analyze
 d more than 86K public repos\n   implementing agent logic across LangChain
 \, LangGraph\, CrewAI\, AutoGen\,\n   and MCP\, examining prompt construct
 ion\, tool implementations\,\n   authentication models\, and permission bo
 undaries. We paired this with\n   internet-wide infra measurement using Sh
 odan\, Censys & ShadowServer\,\n   surfacing more than 700K exposed agent-
 related systems\, including\n   Ollama inference servers\, Ray clusters\, 
 n8n platforms & MCP tool\n   servers\, many with little or no authenticati
 on and numerous known\n   high-impact CVEs.\n\n   Speakers:Bar Kaduri\,Lid
 an\n\n   SpeakerBio:  Bar Kaduri\n\n   Bar Kaduri is a cybersecurity resea
 rcher\, leader\, and international\n   speaker with over 14 years of exper
 ience in cloud security\, software\n   supply-chain risk\, and emerging AI
  threats. With hands-on expertise in\n   evaluating and stress-testing AI 
 systems\, Bar focuses on building\n   practical\, resilient defenses that 
 anticipate risks before they are\n   widely recognized. Bar regularly spea
 ks at industry conferences\,\n   delivering clear\, research-driven insigh
 ts that bridge deep technical\n   expertise with strategic security leader
 ship in an AI-driven world\n\n   SpeakerBio:  Lidan\n\n   Lidan has been p
 rogramming since childhood\, driven by a deep passion\n   for data and AI.
  He previously served as VP of R&D at SecuredTouch\,\n   where he helped p
 ioneer behavioral biometrics. Following the\n   company’s acquisition by
  Ping Identity\, the technology he led became\n   a core component of Ping
 ’s SaaS offering. He later joined Transmit\n   Security\, where he built
  their Identity Threat Detection and Response\n   platform from the ground
  up\, targeting large-tier financial\n   organizations. He scaled the team
  to more than 30 engineers and data\n   scientists\, drove ARR from $0 to 
 $20M\, and delivered multiple\n   presentations at leading cybersecurity c
 onferences. In 2025\, he\n   co-founded Capsule Security\, where he serves
  as CTO. Capsule addresses\n   one of the most critical challenges in mode
 rn cybersecurity: securing\n   AI agents. The company provides end-to-end 
 visibility\, risk analysis\,\n   threat detection\, and runtime protection
  with advanced detection and\n   response.\n\n   '\n\n   1. #LVCCW_Level1_
 Hall2\n\n\n
DTEND:20260807T205900Z
DTSTART:20260807T203000Z
LOCATION:AppSec Village - LVCCW Level 1 Hall 2 604 (Appsec Village) Main St
 age
SUMMARY:Agentic Chaos - What 86K+ Agent Codebases Reveal About 700K+ Expose
 d AI Systems
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