KGP Talkie | Laxmi Kant

Agentic AI Projects: FastAPI, MCP, AWS Deploy & Gemini 3

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AI Agents · Online Course

Agentic AI Projects: FastAPI, MCP, AWS Deploy & Gemini 3 Reviews & Product Details

Agentic AI Projects: FastAPI, MCP, AWS Deploy & Gemini 3 offers a comprehensive deep dive into the rapidly evolving landscape of autonomous AI systems. This course moves beyond basic chatbot development, focusing instead on the sophisticated architecture required to build functional, reasoning-based AI agents. Participants will master the integration of Google’s latest Gemini 3 models with LangChain and LangGraph to construct systems capable of performing multi-step tasks, tool orchestration, and complex reasoning. A standout feature of this curriculum is its emphasis on modern integration standards like the Model Context Protocol (MCP), which bridges the gap between AI models and real-world data sources. Beyond the AI logic, the course provides a crucial bridge to production engineering. By utilizing FastAPI to wrap agentic workflows and deploying these applications onto AWS EC2 instances, learners gain the technical proficiency needed to move projects from a local development environment into scalable, enterprise-grade cloud deployments. The inclusion of safety guardrails, human-in-the-loop approval processes, and sandboxed execution environments ensures that students learn how to manage the inherent risks of autonomous agents, making this an essential program for developers aiming to build secure, reliable, and intelligent AI applications that truly deliver business value.

Best For

Software developers looking to transition into AI and LLM orchestration roles Backend engineers aiming to integrate production-ready AI agents into existing REST APIs Cloud developers interested in deploying complex GenAI applications on AWS Data scientists who want to move beyond simple prompts to autonomous agent systems

Not For

Total beginners with zero experience in Python programming Professionals looking for a high-level conceptual overview without hands-on coding Developers strictly focused on UI/UX frontend design rather than backend agent architecture

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About the Creator

Laxmi Kant, widely recognized online as the creator of KGP Talkie, is an experienced educator and software engineer specializing in artificial intelligence, machine learning, and modern backend integration. With a passion for demystifying cutting-edge technology, Laxmi focuses heavily on practical, hands-on tutorials that bridge the gap between academic theory and deployment-ready software. His teaching methodology revolves around building real-world projects, which is evident in his extensive curriculum covering LangChain, LangGraph, Ollama, FastAPI, and Model Context Protocol. Laxmi believes that the best way to master artificial intelligence is through direct implementation. He guides students through the step-by-step process of designing private Agentic RAG pipelines, deploying multi-agent systems to cloud services like AWS, and integrating advanced LLMs such as Google's Gemini and Anthropic's Claude. By prioritizing open-source tools like Ollama alongside enterprise solutions, Laxmi empowers developers, data scientists, and AI hobbyists to build robust, secure, and cost-effective AI applications that run locally or in production environments.

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