How to Become an AI Engineer: Skills Roadmap for 2026
What AI engineers actually build in 2026, how the role differs from ML engineering and data science, and a step-by-step skills roadmap to get hired.
A feature that lets a language model request a specific software function, with structured inputs, so an application can take an action or fetch data.
Function calling, also known as tool use, allows developers to describe available functions to a model, including their names, purposes, and required parameters. When a user's request needs one of these functions, the model responds with a structured call rather than plain text. The application runs the function and returns the result to the model, which uses it to form a reply.
For example, a travel booking assistant might have a function for checking hotel availability. When a user asks for a room in Darjeeling next weekend, the model produces a call with the location and dates, the app queries the booking system, and the model summarizes the options. Function calling is the foundation of most AI agents. Applications should validate every call, because models can supply incorrect or unexpected parameters.
A software system that uses an AI model to plan and carry out multi-step tasks, often by calling tools, APIs, or other programs on its own.
APIApplication Programming Interface: a defined set of rules that lets one piece of software request data or services from another.
Model Context ProtocolAn open standard, known as MCP, that defines how AI applications connect to external tools, data sources, and services in a consistent way.
What AI engineers actually build in 2026, how the role differs from ML engineering and data science, and a step-by-step skills roadmap to get hired.