{"version":"1.0","type":"card","id":"0fd25d31-839d-43c1-ae14-2e49975fe7cf","url":"https://stacklist.com/card/0fd25d31-839d-43c1-ae14-2e49975fe7cf","title":"What is Agent Looping?","source_url":"https://x.com/shannholmberg/status/2063924108535197842","note":"This page discusses the concept of agent looping, a method that allows for more efficient task management by enabling agents to handle multiple aspects of a project autonomously. It highlights a shift from prompting agents one task at a time to setting up a loop that manages discovery, planning, execution, and review.","image":{"url":"https://ucarecdn.com/71956634-6da6-4aa3-aa33-06dca1f9944f/","alt":"What is Agent Looping?","width":1396,"height":1260},"stack":{"id":"6cfa7d26-7afc-4b86-9353-055a269e0deb","title":"Signals Served #015 — The Ground Moved Under the Model","url":"https://stacklist.com/c/finance/stack/6cfa7d26-7afc-4b86-9353-055a269e0deb"},"created_at":"2026-06-16T10:11:18.406Z","updated_at":null,"aco":{"summary":"Agent looping replaces step-by-step prompting by having AI agents cycle through discovery, planning, execution, and verification autonomously, with open loops allowing exploratory freedom and closed loops following bounded, human-designed paths. Open agent loops burn excessive tokens and risk producing low-quality output for most budgets, making closed looping the practical choice for production work today.","tags":["agent-looping","ai-agents","open-loop","closed-loop","token-cost","orchestration","marketing-automation"],"key_entities":[{"name":"Shann Holmberg","type":"person","confidence":0.85},{"name":"Peter Steinberger","type":"person","confidence":0.95},{"name":"agent looping","type":"concept","confidence":1},{"name":"open looping","type":"concept","confidence":0.95},{"name":"closed looping","type":"concept","confidence":0.95},{"name":"fleet looping","type":"concept","confidence":0.9},{"name":"orchestrator agent","type":"concept","confidence":0.85},{"name":"eval gate","type":"concept","confidence":0.8}],"classification":"analysis","language":"en","confidence":0.85,"provenance":{"model":"claude-opus-4-6","tool":"@stacklist/mcp-server@2.0.0","confidence":0.85,"timestamp":"2026-06-16T10:11:30.336Z"},"token_counts":{"approximate":1207,"cl100k":1280},"content_hash":"sha256:b6c9677f4a286e2dee2079f04e9a33f8ea636b74b11307b8a8fa04af9d6bcf24","acp_version":"0.2","body_available":true,"body_tokens":1207,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/0fd25d31-839d-43c1-ae14-2e49975fe7cf.json","html":"https://stacklist.com/card/0fd25d31-839d-43c1-ae14-2e49975fe7cf","md":"/api/public/card/0fd25d31-839d-43c1-ae14-2e49975fe7cf.md","stack_json":"/api/public/stack/6cfa7d26-7afc-4b86-9353-055a269e0deb.json"}}