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GitHub Copilot suggestions become useful software only after they pass the project’s normal review process.

Replit Agent can help shape a prototype when the first version has a small, complete user journey.

Use v0 with an interface brief that describes behaviour as well as appearance.

A clear Lovable brief describes the problem, the user’s first action and the data that must survive.

Bolt can be a useful place to develop a focused prototype with a visible result and inspectable code.

Figma Make is most useful when an interactive concept needs to be experienced rather than described.

Canva AI works best inside a campaign system with a clear message and repeatable visual rules.

Firefly generation improves when the brief gives the image a clear job in the final design.

A consistent Midjourney direction begins with a visual system, not a different collection of adjectives for every image.

Typography-led concepts need short copy, a strong hierarchy and careful final proofreading.

Organise Leonardo image experiments around a defined direction so useful decisions survive between generations.