Beyond LLMs: Creating Real-World AI Agents with Lang Chain Deep Agents

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Why Enterprises Need an Agent Framework as Their AI Operating System

Large Language Models, or LLMs, have reshaped how people use and interact with software. a few years ago conversational AI was more of a niche research topic. Now, it's evolved into a helpful tool that can write code, summarize papers, answer technical queries, create reports, and even provide input on software development. Models like GPT, Claude, and Gemini show remarkable reasoning skills. This has led many businesses to assume they can create intelligent apps by plugging in an LLM.

But the truth paints a very different picture.

LLMs are great at analyzing and reasoning with the data they are given in a prompt, but they were not built to work as independent systems. They lack the ability to recall past conversations, manage continuous processes, run code , keep files in order, handle multiple specialists, or decide when they need...

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'The next generation won’t replace this one so much as sit on top of it' — Industry analysts say Sony, Microsoft, and Nintendo's 'relentless push for higher-end performance will need to be moderated' to avoid $1000 launch consoles

* Several industry analysts say Sony and Microsoft may need to scale back their "relentless push for higher-end performance" to avoid $1000 consoles * Piers Harding-Rolls at Ampere Analysis says ambitions will need to be "moderated" to avoid breaching the hefty price point * Rhys Elliott at Alinea Analytics