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◆ AI Learning · Situational

How should a developer build new features or content for an AI application?

A development process must start with user needs and desired outcomes. The process moves from understanding the user to designing the experience, then creating content, and finally writing code. Skipping steps leads to wasted effort.

By Pawan Nayar · from the LLOS AI Learning record

The rule

A development process must start with user needs and desired outcomes.

The process moves from understanding the user to designing the experience, then creating content, and finally writing code. Skipping steps leads to wasted effort.

A developer must first define the specific goals for the user. Then, the developer should research how users interact with similar successful content. The design of the user experience (UX) comes next. This includes how information is shown and how users interact with it. Content is created to fit this UX design. Finally, the developer writes the code to make it all work. This order ensures the final product meets user needs effectively.

A developer needs to create a new feature for an AI model. The developer first thinks about what the user wants to achieve. The developer then looks at how top-performing content is structured. Next, the developer designs the user interface and interaction. After that, the developer writes the content. If the developer starts coding before these steps, the feature may not be useful to the user.

Words you'll need

Resolved from this lesson's own record — real definitions, not invented for this page.

AI Ethics

The study of right and wrong in AI use

Responsible AI

AI that is ethical and accountable

AI Governance

Rules and structures for how AI gets built and used

Model Lifecycle Management

Tracking what the AI model does over time

Questions people ask

More from the same record, pulled by shared topic — not written new for this page.

How should a developer start a big content project using a new template?

A big content project takes many weeks. A developer should first test the new template.

How does a developer manage the development process and the current state of an AI project?

A developer uses a structured development process. This process includes specific principles.

How should a developer plan the creation of an AI grammar tool?

A developer should create a plan with two main parts. The first part is for the user.

How should an AI model be developed over many sessions for a large number of users?

A developer needs an umbrella vision for the AI model. This vision covers all parts of the project.

What to remember

A development process must start with user needs and desired outcomes. The process moves from understanding the user to designing the experience, then creating content, and finally writing code. Skipping steps leads to wasted effort.