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Agentic AI: The Future of Autonomous Systems by Google
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- AbnAsia.org
- @steven_n_t
π The landscape of AI is evolving rapidly, and agentic AI is emerging as a game-changer.
π The landscape of AI is evolving rapidly, and agentic AI is emerging as a game-changer. Unlike traditional AI models that rely on static data, agentic systems can observe, plan, and act autonomously, making them far more dynamic and capable. Key Findings from Googleβs Whitepaper on Agentic AI: πΉ What is an Agent? Agentic AI refers to autonomous AI applications that interact with the world, leveraging tools, reasoning frameworks, and orchestration layers to achieve specific goals. πΉ Beyond Models: Agents vs. AI Models While traditional AI models generate outputs based on predefined training data, agents extend their capabilities by dynamically integrating real-time data, external APIs, and structured decision-making frameworks. πΉ Core Components of AI Agents 1οΈβ£ The Model β The language model (LM) acts as the agentβs decision-making brain, using frameworks like ReAct, Chain-of-Thought (CoT), and Tree-of-Thoughts (ToT) to improve reasoning. 2οΈβ£ The Tools β Extensions, functions, and data stores allow agents to interact with the real world, fetching and processing live data. 3οΈβ£ The Orchestration Layer β Governs planning, reasoning, and iterative decision-making, enabling agents to execute tasks with minimal human intervention. πΉ Applications of Agentic AI Agentic AI is already being deployed in FinTech, automation, enterprise AI, and intelligent customer service. With platforms like Google Vertex AI, developers can integrate AI agents into production environments with built-in evaluation and debugging tools. πΉ Future Outlook The next frontier in AI is multi-agent collaboration, where specialized AI agents work together, much like a network of experts, to solve complex, industry-specific challenges.
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