{"version":"1.0","type":"card","id":"c0546915-b2bb-4786-b453-316628970a34","url":"https://stacklist.com/card/c0546915-b2bb-4786-b453-316628970a34","title":"Eyad's Status Update on X","source_url":"https://x.com/eyad_khrais/status/2069552027382980882?s=12","note":"Eyad shares a link on X, inviting followers to check it out. The post includes a URL that may lead to additional content or information.","image":{"url":"https://ucarecdn.com/13e9c45b-87da-4d46-87bd-2a04801c291e/","alt":"Eyad's Status Update on X","width":48,"height":48},"stack":{"id":"c2c2815c-3480-42f0-ab57-4c304b523d82","title":"Harness Management","url":"https://stacklist.com/c/technology/stack/c2c2815c-3480-42f0-ab57-4c304b523d82"},"created_at":"2026-06-23T23:14:08.415Z","updated_at":null,"aco":{"summary":"Eyad Khrais explains that harness engineering is crucial for AI agents, comparing the AI model to a brain and the harness to the body that must be custom-built. While models can be accessed via APIs, the engineering work to create the operational framework around them is the most important aspect of AI development.","tags":["ai-engineering","harness-engineering","ai-agents","machine-learning","api-integration"],"key_entities":[{"name":"Eyad Khrais","type":"person","confidence":0.95},{"name":"AI model","type":"technology","confidence":0.9},{"name":"harness engineering","type":"concept","confidence":0.95},{"name":"AI agents","type":"concept","confidence":0.9},{"name":"APIs","type":"technology","confidence":0.85}],"classification":"snippet","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-06-23T23:14:17.860Z"},"token_counts":{"approximate":429,"cl100k":528},"content_hash":"sha256:0bff991ebbd6f0b9678fe943d5f9eb1813a09fabb777d8e0eee052aa41527111","acp_version":"0.2","body_available":true,"body_tokens":429,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/c0546915-b2bb-4786-b453-316628970a34.json","html":"https://stacklist.com/card/c0546915-b2bb-4786-b453-316628970a34","md":"/api/public/card/c0546915-b2bb-4786-b453-316628970a34.md","stack_json":"/api/public/stack/c2c2815c-3480-42f0-ab57-4c304b523d82.json"}}