{"version":"1.0","type":"card","id":"d8b9d033-e0e1-4509-9a56-f8989f39a6f0","url":"https://stacklist.com/card/d8b9d033-e0e1-4509-9a56-f8989f39a6f0","title":"The AI Control Loop: AI Discovery isn't just AI","source_url":"https://www.codestory.co/episodes/the-ai-control-loop-ai-discovery-isnt-just-ai-with-tim-ebbers-of-wallarm/","note":"Discover why AI security requires more than just LLMs. Learn how to map AI risk across APIs, infrastructure, and shadow deployments with Wallarm's Field CTO.","image":{"url":"https://ucarecdn.com/00a5b4eb-7c1c-4461-8b57-8a513fada82a/","alt":"The AI Control Loop: AI Discovery isn't just AI","width":1400,"height":1400},"stack":{"id":"4a7cc3d8-26c0-4ce0-839a-302d608bd60a","title":"Code Story Season 12: Founder Interviews & Startup Insights","url":"https://stacklist.com/c/podcast/stack/4a7cc3d8-26c0-4ce0-839a-302d608bd60a"},"created_at":"2026-07-24T21:44:07.509Z","updated_at":null,"aco":{"summary":"Code Story podcast episode explores why AI discovery requires more than cataloging LLMs and agents, examining the critical role of APIs, data sources, infrastructure relationships, and shadow AI in enterprise security. Tim Ebbers, Field CTO at Wallarm, discusses continuous discovery, risk prioritization, and the structural differences between AI discovery and traditional application or cloud asset discovery.","tags":["ai-security","ai-discovery","shadow-ai","enterprise-ai","api-security","ai-governance","cybersecurity"],"key_entities":[{"name":"Tim Ebbers","type":"person","confidence":0.98},{"name":"Wallarm","type":"organization","confidence":0.99},{"name":"AI Discovery","type":"concept","confidence":0.95},{"name":"Shadow AI","type":"concept","confidence":0.9},{"name":"AI Control Loop","type":"concept","confidence":0.93},{"name":"Code Story Podcast","type":"event","confidence":0.85},{"name":"Continuous Discovery","type":"concept","confidence":0.82},{"name":"Kubernetes","type":"technology","confidence":0.7}],"classification":"transcript","language":"en","confidence":0.85,"provenance":{"model":"claude-opus-4-6","tool":"@stacklist/mcp-server@2.0.0","confidence":0.85,"timestamp":"2026-07-24T21:02:37.393Z"},"token_counts":{"approximate":6042,"cl100k":6496},"content_hash":"sha256:dfef335d8188a370593675ab1982de75c3e2349113ebc4b8a0e41b02b73c9b61","acp_version":"0.2","body_available":true,"body_tokens":6042,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/d8b9d033-e0e1-4509-9a56-f8989f39a6f0.json","html":"https://stacklist.com/card/d8b9d033-e0e1-4509-9a56-f8989f39a6f0","md":"/api/public/card/d8b9d033-e0e1-4509-9a56-f8989f39a6f0.md","stack_json":"/api/public/stack/4a7cc3d8-26c0-4ce0-839a-302d608bd60a.json"}}