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A Practical Guide to Building Agentic...

A Practical Guide to Building Agentic...

Until now, AI models such as large language models (LLMs) have performed tasks including generating text and summarizing documents, but they haven’t been able to take action by themselves on their own. Instead, they’ve acted on or responded to user prompts. Agentic AI is changing that.

Executive Summary

Until now, AI models such as large language models (LLMs) have performed tasks including generating text and summarizing documents, but they haven’t been able to take action by themselves on their own. Instead, they’ve acted on or responded to user prompts. Agentic AI is changing that.

Agentic AI refers to goal-driven software entities that have been granted rights by the organization to act on its behalf to autonomously make decisions and take action. These entities use AI techniques — combined with components such as user intent, conversation context, planning, business context and guidelines, guardrails, user personalization, — to complete tasks and achieve objectives.

In its Top strategic technology trends for 2025: Agentic AI, Gartner predicts, by 2028,

  • 33% of enterprise software applications will include agentic AI, up from less than 1% in 2024.
  • AI agent machine customers will replace 20% of the interactions at human-readable digital storefronts.
  • At least 15% of day-to-day work decisions will be made autonomously through agentic AI, up from zero percent in 2024.

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Atomic Agents is the new LLM...

Atomic Agents is the new LLM...

Introduction

Since the rise of LLMs, numerous libraries have emerged to simplify their integration into applications. Among them, LangChain quickly established itself as the go-to reference. Thanks to its modular approach, it allows chaining model calls, interacting with vector databases, and structuring intelligent agents capable of reasoning and acting. For a long time, it was seen as a must-have for anyone looking to build generative AI solutions.

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