Welcome, MLOps AI Agent Attendee!
Prefect is the orchestration engine for the age of AI Agents, providing the resilient and flexible control plane you need to move from proof-of-concept to reliable, production-grade AI applications.
Why Prefect is Your AI Agent's Companion
AI agents often involve non-deterministic steps (e.g., calling an LLM, searching the web). Prefect's robust retries, error handling, and state management ensure your agents don't fail silently and can recover gracefully from unpredictable errors.
An agent is only as good as the tools it can use. Prefect can natively orchestrate virtually any tool or service. from cloud APIs and databases to custom-built models, giving your agents an extensive and reliable toolkit.
Know exactly what your agents are doing and why. Prefect provides full visibility into every step, tool call, and state change within your agent's execution, making it dramatically easier to debug and audit complex agentic logic.
From sequential flows to complex, hierarchical, and supervised agent architectures (like the one you'll see in the masterclass!), Prefect's Pythonic workflow definition allows you to model and manage any level of agent complexity.
Prefect's native Python SDK bridges the gap between your agent logic and the wider ML/data science world, easily integrating with vector databases, model serving, monitoring tools, and more.
FastMCP
The fastest, most Pythonic way to build Model Context Protocol (MCP) servers. A powerful architecture that allows AI to connect with and control external systems.
Your LLM’s Interface to the World
The fast, Pythonic way to build MCP servers.
Connect AI to Everything
Transform any Python function into an AI-callable tool with a single @mcp.tool decorator. Skip the boilerplate and protocol complexity with clean, readable Python.
Push your code and FastMCP Cloud handles authentication, hosting, dependencies, and deployment. Zero servers to manage.
FastMCP 1.0 became the official MCP Python SDK. Version 2.0 powers production applications across thousands of developers.
Interested in Learning More? Check Out the Resources Below
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