What developing with AI actually means
Vibe Coding starts with natural-language descriptions to generate and change software. An agent can read files, propose a plan, update multiple components and use development tools. That does not mean an app is correct because its preview opens: requirements, data, permissions and quality remain the publisher’s responsibility.
The approach is useful for exploring ideas, building internal tools and accelerating repetitive work. A project intended for customers needs a verifiable process: small changes, diff review, tests and a way to restore a working version. Speed depends on the project and your experience, not a universal vendor promise.
Cloud builders and local environments overlap
Lovable, Bolt.new and Replit offer browser workflows with previews and publishing options. Cursor and Devin Desktop provide environments for working directly on repositories and development tools. A local IDE can still send data to remote AI services: “local” does not automatically mean offline processing or greater confidentiality.
The frontend/backend distinction no longer neatly separates products. v0 does more than generate UI components: it supports full-stack apps and project iteration. Build mode in Google AI Studio also supports full-stack runtimes and GitHub synchronization; its documentation additionally covers native Android applications.
Changes to know before choosing
- Devin Desktop is the new name for Windsurf, developed by Cognition. It combines local and cloud agent management; Devin Local succeeds Cascade.
- Firebase Studio is sunsetting. New users and workspaces have been disabled since June 22, 2026. Existing projects must migrate before the March 22, 2027 shutdown. The underlying Firebase services are not shutting down.
- TRAE has limited free access and paid plans. Describing all of its models as free and unlimited is inaccurate.
A repeatable workflow
- Define an observable outcome. Describe who uses the app, what they must do and when the task is complete.
- Request a plan before code. Ask for data structures, screens, dependencies and uncertainties.
- Build one feature at a time. An editable list is a better first goal than an entire business system.
- Check the result. Test creation, editing, deletion, missing data and error messages.
- Save a working version. Use Git or available checkpoints before broad changes.
Costs, privacy and publishing
A subscription may cover only part of consumption. Separate AI credits, tokens, hosting, databases, traffic and external services. Check currency, taxes and annual billing: “from US$20 per month” alone does not describe your project’s cost.
Use fictitious data during testing, keep credentials server-side and verify that one user cannot read or modify another user’s records. Before release, check logging, backups, spending limits and phone layouts. The goal is not blind trust in the agent, but being able to explain and verify what it built.
