Google Cloud Agentspace Deep Dive
Author: Luokun Gong Introduction In today’s enterprise environment, information fragmentation has become a critical productivity bottleneck. Research shows that eighty-nine percent of employees need to switch between six or more data sources to find the information they need. Google Cloud Agentspace addresses this core challenge as an enterprise-grade intelligent agent platform that integrates scattered enterprise […]
Patterns of agentic AI
Introduction Retrieval augmented generation (RAG) marked a breakthrough for enterprise AI by helping teams surface insights and answer questions at high speed. For many, it was a launchpad: copilots and chatbots that streamlined support and reduced the time spent searching for information. However, answers alone rarely drive real business impact. Most enterprise workflows demand action […]
Introduction to AI Agents and Context Engineering
Walking through a context-driven project automation example Overview In the not-so-distant past, most “AI” systems were just advanced calculators—great for crunching numbers, but terrible at adapting or remembering what they’d done before. Fast forward to today: AI agents powered by large language models (LLMs) like OpenAI’s GPT-4 can now reason, plan, and act with an […]
MCP AI agent walking through
Introduction: The Need for MCP in AI Agents Large Language Models (LLMs) like GPT-4, Claude, and Gemini have demonstrated remarkable reasoning and text-generation capabilities. However, they are fundamentally limited by their static training data—unable to access real-time information, execute external commands, or interact with enterprise systems. This is where the Model Context Protocol (MCP) comes […]
AI Agents and Multi-Agent Systems: Building Intelligent Workflows
In today’s rapidly evolving artificial intelligence landscape, AI agents have become powerful tools for automating complex tasks and decision-making processes. This blog explores the fascinating world of AI agents, particularly focusing on multi-agent systems and how they can be implemented using Python and LangGraph. What is an AI Agent? An AI agent is a software […]