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Key concepts of AI agents and how they overcome limitations. #AIagents

AI Agents: Key Concepts and How They Overcome LLM Limitations

Large language models (LLMs) have evolved with the release of models like GPT-4o and Gemini 1.5, but they still have limitations such as being stateless, processing inputs sequentially, potentially hallucinating, lacking real-time data access, struggling with complex math, and producing non-deterministic outputs. To address these limitations, AI agents have emerged to augment LLMs by incorporating memory mechanisms for context retention, managing tasks asynchronously, validating information in real-time, integrating specialized mathematical engines, standardizing output formats, and enhancing persona-driven interactions. Agents bridge the gap between traditional software development tools and LLMs, enhancing accuracy and coherence in responses. By leveraging the capabilities of LLMs and adding functionalities like memory retention, asynchronous processing, fact-checking, enhanced mathematical capabilities, consistent output formatting, and persona-driven interactions, agents improve the overall performance and utility of LLMs in various applications. Agents act as autonomous software entities that extend the functionality of LLMs by interacting with digital environments, making decisions, and executing actions based on language understanding derived from the LLM. Overall, agents play a crucial role in overcoming the limitations of LLMs and enhancing their capabilities for a wide range of tasks beyond simple text generation and comprehension.

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Source link: https://thenewstack.io/ai-agents-key-concepts-and-how-they-overcome-llm-limitations/

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