[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"clip-detail-multi-agent-systems-explained-how-ai-agents-amp-llms-work-together-swh0t4ze":3,"comment-tonality-80c769a7-d5af-4ffc-8626-72abadcd0c4c":18},{"clipId":4,"slug":5,"title":6,"description":7,"thumbnailUrl":8,"videoUrl":9,"durationSeconds":10,"publishedAt":11,"creatorPlatform":12,"creatorUsername":13,"creatorDisplayName":14,"viewCount":15,"likeCount":16,"commentCount":17},"80c769a7-d5af-4ffc-8626-72abadcd0c4c","multi-agent-systems-explained-how-ai-agents-amp-llms-work-together-swh0t4ze","Multi Agent Systems Explained: How AI Agents & LLMs Work Together","Ready to become a certified watsonx AI Assistant Engineer? Register now and use code IBMTechYT20 for 20% off of your exam ...","https:\u002F\u002Fi.ytimg.com\u002Fvi\u002FsWH0T4Zez6I\u002Fhqdefault.jpg","https:\u002F\u002Fwww.youtube.com\u002Fwatch?v=sWH0T4Zez6I",477,"2025-12-15T12:01:54+00:00","youtube","@ibmtechnology","IBM Technology",76154,2139,45,{"clipId":4,"rankingDate":19,"sampleSize":20,"positivePct":21,"neutralPct":22,"negativePct":23,"highlights":24,"harsh":35,"model":46,"analyzedAt":47,"technicalSummary":48,"promiseClaim":49,"deliveryVerdict":50,"evidence":51},"",37,55,30,15,[25,30],{"author":26,"likeCount":27,"text":28,"tag":29},"@thelouismai",4,"10 things I learned from this video:\n1. An AI agent is an autonomous system that can performs tasks. Its core is LLM.\n2. Multi-agent system contains multiple AI agents organized by…","aprendizaje",{"author":31,"likeCount":32,"text":33,"tag":34},"@fanwritex",7,"Special thank you to Anna Gutowska for this thinking and explanation, really entertained with Kitchen cooks analogy, truly loving to see more such content. ❤","agradecimiento",[36,41],{"author":37,"likeCount":38,"text":39,"tag":40},"@A_noone_Z",0,"Doesn't solve the crippling memory and context management non-existent in current LLM without significant workarounds. LLM's is a dead end so is prompt engineering.","crítica",{"author":42,"likeCount":43,"text":44,"tag":45},"@onewizzard",2,"this is so stupid an useless. we get the hierarchy. Why didnt you cover the real meat and potatoes instead of the silly bee analogies.","frustración","gpt-4o-mini","2026-07-30T19:07:25.17+00:00","El video ofrece una visión general de los sistemas multi-agente, destacando que un agente de IA es un sistema autónomo que utiliza modelos de lenguaje (LLM) como su núcleo. Se discuten patrones arquitectónicos y se menciona la complejidad que estos sistemas pueden añadir, especialmente en términos de costos y gestión de la atención. Sin embargo, algunos comentarios sugieren que faltan ejemplos prácticos y una discusión más profunda sobre los desafíos técnicos, como la gestión de memoria y contexto en los LLM.","Explicación de cómo trabajan juntos los agentes de IA y LLMs.","partial",[52,56],{"author":53,"likeCount":54,"text":55,"tag":40},"@iosascha1",8,"The key gap in most multi-agent discussions is the cost dimension — these systems don't just add complexity, they multiply inference co…",{"author":57,"likeCount":58,"text":59,"tag":60},"@DeathAff",3,"Please provide an applicable example as well this is so high-level that it's unhelpful.","sugerencia"]