{"version":"1.0","type":"card","id":"ba975172-9784-48d9-9b3b-4c32c47b9b7a","url":"https://stacklist.com/card/ba975172-9784-48d9-9b3b-4c32c47b9b7a","title":"The Predictive Model Trap: Causal AI & Dynamic Bandits","source_url":"https://www.codestory.co/episodes/s12-bonus-the-predictive-model-trap-moving-beyond-static-ltv-forecasting-to-unleash-causal-ai-and-dynamic-multi-armed-bandits-with-tobias-tobi-konitzer-phd-vp-of-ai-at-growthloop/","note":"Escape static LTV forecasting. Discover how causal AI and dynamic multi-armed bandits transform marketing decisioning with Tobias Konitzer, VP of AI at GrowthLoop.","image":{"url":"https://ucarecdn.com/8a8c1635-0273-4731-b62d-29ae94a35fe9/","alt":"The Predictive Model Trap: Causal AI & Dynamic Bandits","width":1280,"height":800},"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":"2026-07-24T21:48:40.575Z","updated_at":null,"aco":{"summary":"Tobias \"Tobi\" Konitzer, VP of AI at GrowthLoop, discusses moving beyond static LTV forecasting toward causal AI and dynamic multi-armed bandits for autonomous marketing decisioning systems. The episode covers his journey from computational social science at Stanford through Facebook Research and two AI startups to his current role building AI-driven marketing optimization at GrowthLoop.","tags":["causal-ai","multi-armed-bandits","marketing-ai","ltv-forecasting","autonomous-decisioning","startup","podcast"],"key_entities":[{"name":"Tobias Konitzer","type":"person","confidence":0.99},{"name":"GrowthLoop","type":"organization","confidence":0.98},{"name":"Facebook Research","type":"organization","confidence":0.85},{"name":"Stanford","type":"organization","confidence":0.9},{"name":"Duke","type":"organization","confidence":0.85},{"name":"Causal AI","type":"concept","confidence":0.95},{"name":"Multi-Armed Bandits","type":"concept","confidence":0.95},{"name":"LTV Forecasting","type":"concept","confidence":0.88},{"name":"Bayesian Reinforcement Learning","type":"concept","confidence":0.8},{"name":"Autonomous Marketing Decisioning","type":"concept","confidence":0.85},{"name":"Code Story Podcast S12 Bonus","type":"event","confidence":0.92}],"classification":"transcript","language":"en","confidence":0.85,"provenance":{"model":"claude-opus-4-6","tool":"@stacklist/mcp-server@2.0.0","confidence":0.85,"timestamp":"2026-07-24T21:48:50.687Z"},"token_counts":{"approximate":12206,"cl100k":13805},"content_hash":"sha256:94765c6b6037197d6a512b9a157163c19997349a6053387f3d13f5ca6b0cd91b","acp_version":"0.2","body_available":true,"body_tokens":12206,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/ba975172-9784-48d9-9b3b-4c32c47b9b7a.json","html":"https://stacklist.com/card/ba975172-9784-48d9-9b3b-4c32c47b9b7a","md":"/api/public/card/ba975172-9784-48d9-9b3b-4c32c47b9b7a.md","stack_json":"/api/public/stack/4a7cc3d8-26c0-4ce0-839a-302d608bd60a.json"}}