Agentic AI | Towards Data Science https://towardsdatascience.com/category/artificial-intelligence/agentic-ai/ Publish AI, ML & data-science insights to a global community of data professionals. Mon, 15 Dec 2025 10:30:00 +0000 en-US hourly 1 https://wordpress.org/?v=6.8.3 https://towardsdatascience.com/wp-content/uploads/2025/02/cropped-Favicon-32x32.png Agentic AI | Towards Data Science https://towardsdatascience.com/category/artificial-intelligence/agentic-ai/ 32 32 Lessons Learned from Upgrading to LangChain 1.0 in Production https://towardsdatascience.com/lessons-learnt-from-upgrading-to-langchain-1-0-in-production/ Mon, 15 Dec 2025 10:30:00 +0000 https://towardsdatascience.com/?p=607893 What worked, what broke, and why I did it

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]]> Decentralized Computation: The Hidden Principle Behind Deep Learning https://towardsdatascience.com/the-power-of-decentralization/ Fri, 12 Dec 2025 15:47:00 +0000 https://towardsdatascience.com/?p=607888 Most breakthroughs in deep learning — from simple neural networks to large language models — are built upon a principle that is much older than AI itself: decentralization. Instead of relying on a powerful “central planner” coordinating and commanding the behaviors of other components, modern deep-learning-based AI models succeed because many simple units interact locally […]

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]]> How Agent Handoffs Work in Multi-Agent Systems https://towardsdatascience.com/how-agent-handoffs-work-in-multi-agent-systems/ Thu, 11 Dec 2025 12:00:00 +0000 https://towardsdatascience.com/?p=607875 Understanding how LLM agents transfer control to each other in a multi-agent system with LangGraph

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]]> Personal, Agentic Assistants: A Practical Blueprint for a Secure, Multi-User, Self-Hosted Chatbot https://towardsdatascience.com/personal-agentic-assistants-a-practical-blueprint-for-a-secure-multi-user-self-hosted-chatbot/ Tue, 09 Dec 2025 16:30:00 +0000 https://towardsdatascience.com/?p=607863 Build a self-hosted, end-to-end platform that gives each user a personal, agentic chatbot that can autonomously vector-search through files that the user explicitly allows it to access.

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]]> How We Are Testing Our Agents in Dev https://towardsdatascience.com/how-we-are-testing-our-agents-in-dev/ Sat, 06 Dec 2025 13:00:00 +0000 https://towardsdatascience.com/?p=607829 Testing that your AI agent is performing as expected is not easy. Here are a few strategies we learned the hard way.

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]]> Multi-Agent Arena: Insights from London Great Agent Hack 2025 https://towardsdatascience.com/multi-agent-arena-london-great-agent-hack-2025/ Wed, 03 Dec 2025 14:00:00 +0000 https://towardsdatascience.com/?p=607792 What mattered: robust agents, glass-box reasoning, and red-team resilience

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]]> How to Code Your Own Website with AI https://towardsdatascience.com/how-to-code-your-own-website-with-ai/ Wed, 03 Dec 2025 12:30:00 +0000 https://towardsdatascience.com/?p=607790 Learn how to vibe-code your own website

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]]> How to Scale Your LLM Usage https://towardsdatascience.com/how-to-scale-your-llm-usage/ Sat, 29 Nov 2025 13:00:00 +0000 https://towardsdatascience.com/?p=607752 Learn how to increase LLM usage to achieve increased productivity

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]]> Why CrewAI’s Manager-Worker Architecture Fails — and How to Fix It https://towardsdatascience.com/why-crewais-manager-worker-architecture-fails-and-how-to-fix-it/ Tue, 25 Nov 2025 18:45:38 +0000 https://towardsdatascience.com/?p=607733 A real-world analysis of why CrewAI’s hierarchical orchestration misfires—and a practical fix you can implement today.

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]]> How to Perform Agentic Information Retrieval https://towardsdatascience.com/how-to-perform-agentic-information-retrieval/ Wed, 19 Nov 2025 17:30:00 +0000 https://towardsdatascience.com/?p=607682 Learn how to utilize AI agents to find information in your document corpus

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]]> How to Automate Workflows with AI https://towardsdatascience.com/how-to-automate-workflows-with-ai/ Sat, 15 Nov 2025 16:00:00 +0000 https://towardsdatascience.com/?p=607644 Learn how to take a manual process and optimize it using AI

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]]> How to Build Agents with GPT-5 https://towardsdatascience.com/how-to-build-agents-with-gpt-5/ Tue, 11 Nov 2025 14:00:00 +0000 https://towardsdatascience.com/?p=607602 Learn how to use GPT-5 as a powerful AI Agent on your data.

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]]> How to Build Your Own Agentic AI System Using CrewAI https://towardsdatascience.com/how-to-build-your-own-agentic-ai-system-using-crewai/ Sun, 09 Nov 2025 14:00:00 +0000 https://towardsdatascience.com/?p=607588 This article demonstrates how to develop your own Agentic AI system using CrewAI framework. By orchestrating specialized agents with distinct roles and tools, we implement a multi-agent team that is capable of generating optimized content for different social media platforms.

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]]> Build LLM Agents Faster with Datapizza AI https://towardsdatascience.com/datapizza-the-ai-framework-made-in-italy/ Thu, 30 Oct 2025 17:23:10 +0000 https://towardsdatascience.com/?p=607521 The new GenAI framework "Made in Italy"

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]]> Agentic AI from First Principles: Reflection https://towardsdatascience.com/agentic-ai-from-first-principles-reflection/ Fri, 24 Oct 2025 17:00:00 +0000 https://towardsdatascience.com/?p=607482 From theory to code: building feedback loops that improve LLM accuracy

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]]> Deploy an OpenAI Agent Builder Chatbot to your Website https://towardsdatascience.com/deploy-an-openai-agent-builder-chatbot-to-a-website/ Fri, 24 Oct 2025 12:30:00 +0000 https://towardsdatascience.com/?p=607476 Using OpenAI’s Agent Builder ChatKit

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]]> Agentic AI in Finance: Opportunities and Challenges for Indonesia https://towardsdatascience.com/agentic-ai-in-finance-opportunities-and-challenges-for-indonesia/ Wed, 22 Oct 2025 12:30:00 +0000 https://towardsdatascience.com/?p=607455 The rise of AI has touched nearly every industry — including finance. In fact, the financial sector has long been an adopter of what we now call “traditional machine learning,” using it for predictive modeling, credit scoring, and risk analytics. But with the current hype around Large Language Models (LLMs) and Agentic AI, I start […]

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]]> How to Build An AI Agent with Function Calling and GPT-5 https://towardsdatascience.com/how-to-build-an-ai-agent-with-function-calling-and-gpt-5/ Mon, 20 Oct 2025 23:45:24 +0000 https://towardsdatascience.com/?p=607442 How an AI agent works: a step-by-step guide

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]]> How to Build Tools for AI Agents https://towardsdatascience.com/how-to-build-tools-for-ai-agents/ Wed, 15 Oct 2025 18:53:46 +0000 https://towardsdatascience.com/?p=607391 Learn how to design and build effective tools to be used by AI Agents

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]]> 10 Data + AI Observations for Fall 2025 https://towardsdatascience.com/10-data-ai-observations-to-watch-in-fall-2025/ Fri, 10 Oct 2025 13:44:13 +0000 https://towardsdatascience.com/?p=607371 What's happening—and what's next— for data and AI at the close of 2025.

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