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The Rise of the Agent: Moving from Chatbots to Autonomous Engineering
How-ToMachine Learning

The Rise of the Agent: Moving from Chatbots to Autonomous Engineering

via Dev.toSamruddhi Nikam3h ago

In 2025, we talked to AI. In 2026, we are building AI that acts. As Computer Engineering students at SPPU, we are witnessing the transition from Generative AI (which creates content) to Agentic AI (which executes workflows). This isn't just a software update; it’s a fundamental shift in how we design systems. What is an "Agentic" System? Unlike a standard LLM that waits for a prompt, an AI Agent is designed to achieve a goal. It can break a complex problem into sub-tasks, use external tools (like a Python interpreter or a web scraper), and self-correct when it hits an error. The Logic of Autonomy: The "Reasoning Loop" The core of an agent is the Reasoning Loop. It follows a pattern of Plan -> Act -> Observe -> Reflect. Plan: The agent determines the steps needed. Act: It executes a command (e.g., writing a script to analyze a dataset). Observe: It checks the output for errors. Reflect: It decides if the goal was met or if it needs to try a different approach. Application: The Student S

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