{"version":"1.0","type":"card","id":"3739fdb2-cc08-43e0-b81e-4d6da1169cf6","url":"https://stacklist.com/card/3739fdb2-cc08-43e0-b81e-4d6da1169cf6","title":"The AI Control Loop: Detection is not Enough","source_url":"https://www.codestory.co/episodes/the-ai-control-loop-detection-is-not-enough-with-tim-ebbers-of-wallarm/","note":"Discover why AI security detection isn't enough. Learn real enforcement strategies, runtime controls, and accountability frameworks for enterprise AI systems.","image":{"url":"https://ucarecdn.com/5af55e60-7143-4016-99e2-50dd36ba47fc/","alt":"The AI Control Loop: Detection is not Enough","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":"2026-07-24T21:41:53.248Z","updated_at":null,"aco":{"summary":"The AI Control Loop discusses why detection alone is insufficient for AI-driven systems and emphasizes the need for real-time enforcement at the runtime and kernel level. Tim Ebbers explains how organizations must discover, observe, enforce, and govern AI behavior to close the gap between detection and response where damage occurs.","tags":["ai-control-loop","runtime-enforcement","ai-security","detection-response","kernel-level-controls","ai-governance"],"key_entities":[{"name":"Tim Ebbers","type":"person","confidence":0.99},{"name":"Wallarm","type":"organization","confidence":0.99},{"name":"AI Control Platform","type":"technology","confidence":0.95},{"name":"kernel-level enforcement","type":"concept","confidence":0.92},{"name":"AI control loop","type":"concept","confidence":0.98},{"name":"Code Story podcast","type":"event","confidence":0.97}],"classification":"transcript","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-07-24T21:02:36.340Z"},"token_counts":{"approximate":4955,"cl100k":5066},"content_hash":"sha256:b2b38b1e50a022fe99a3cc00751dceb8143c55fc8a450a5327d9f72d665b34f4","acp_version":"0.2","body_available":true,"body_tokens":4955,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/3739fdb2-cc08-43e0-b81e-4d6da1169cf6.json","html":"https://stacklist.com/card/3739fdb2-cc08-43e0-b81e-4d6da1169cf6","md":"/api/public/card/3739fdb2-cc08-43e0-b81e-4d6da1169cf6.md","stack_json":"/api/public/stack/4a7cc3d8-26c0-4ce0-839a-302d608bd60a.json"}}