Artificial intelligence has transformed how we interact with technology, yet many AI applications still face critical limitations. Standard large language models (LLMs) like ChatGPT provide impressive conversational abilities but lack memory of past interactions and cannot directly access private or external data sources. This restricts their usefulness in building complex, context-aware AI applications. LangChain changes this landscape by acting as the orchestrator that con

Artificial intelligence has moved beyond simple conversations. The shift from chatbots to autonomous AI agents marks a new era in automation. Unlike chatbots that only respond with text, AI agents take action, completing tasks and driving workflows without constant human input. This change is reshaping how businesses operate and how work gets done. AI agent managing tasks across platforms Understanding the Difference Between Chatbots and AI Agents Chatbots have been around fo