{"version":"1.0","type":"card","id":"5e4269bd-b51e-4121-954c-a760a4fb5198","url":"https://stacklist.com/card/5e4269bd-b51e-4121-954c-a760a4fb5198","title":"AI Employee Requirements: Long-Running and Self-Evolving","source_url":"https://www.linkedin.com/posts/babakp_about-ten-months-of-rd-a-lot-of-shipped-share-7477834516833693697-hKeu/?utm_source=share&utm_medium=member_ios&rcm=ACoAAAI21ZsBNnZPaKuTab7nquKLCveUW7o-1DE","note":"This page discusses the essential requirements for AI to function effectively as an employee, emphasizing the need for AI systems to be long-running and self-evolving. It highlights the importance of context-specific learning and adapting to workflows, rather than relying solely on benchmarks or pre-trained models.","image":{"url":"https://ucarecdn.com/8ecde167-11e2-4be7-a41a-9e28d879b397/","alt":"AI Employee Requirements: Long-Running and Self-Evolving","width":1280,"height":800},"stack":{"id":"539051c9-e760-4bd5-a86b-ac120e4ae368","title":"AI Software Development","url":"https://stacklist.com/stack/539051c9-e760-4bd5-a86b-ac120e4ae368"},"created_at":"2026-07-04T14:19:28.855Z","updated_at":null,"aco":{"summary":"Ten months of R&D reveals that AI must function as a real employee through two key capabilities: long-running persistence and self-evolving learning from specific organizational context. Success requires moving beyond benchmarks to build AI that learns your workflows, edge cases, and standards over time rather than relying on pre-trained models.","tags":["ai-agents","self-evolving","long-running","contextual-learning","production-deployment","r&d-insights"],"key_entities":[{"name":"Babak Pahlavan","type":"person","confidence":0.95},{"name":"Renee Kraus","type":"person","confidence":0.9},{"name":"Josh Porter","type":"person","confidence":0.9},{"name":"Alex Duchenchuk","type":"person","confidence":0.85},{"name":"Colin Brune","type":"person","confidence":0.85},{"name":"Super.MyNinja.ai","type":"organization","confidence":0.9},{"name":"AI employee","type":"concept","confidence":0.95},{"name":"self-evolving learning","type":"concept","confidence":0.95},{"name":"contextual-learning","type":"concept","confidence":0.9}],"classification":"analysis","language":"en","confidence":0.85,"provenance":{"model":"claude-haiku-4-5","tool":"@stacklist/be@0.1.0","confidence":0.85,"timestamp":"2026-07-04T14:19:34.740Z"},"token_counts":{"approximate":838,"cl100k":713},"content_hash":"sha256:8e35ed7346c1a4f82e468c7f1769c97c0cdb26594e134f2cdf4ec154f65cd9bc","acp_version":"0.2","body_available":true,"body_tokens":838,"visibility":"public","agent_accessible":true,"status":"final"},"_links":{"self":"/api/public/card/5e4269bd-b51e-4121-954c-a760a4fb5198.json","html":"https://stacklist.com/card/5e4269bd-b51e-4121-954c-a760a4fb5198","md":"/api/public/card/5e4269bd-b51e-4121-954c-a760a4fb5198.md","stack_json":"/api/public/stack/539051c9-e760-4bd5-a86b-ac120e4ae368.json"}}