Coding agents do more than autocomplete. They read a repository, edit several files, run builds and tests, and iterate. For Android teams that changes both the speed of work and the shape of the risks.
What an agent adds
An assistant suggests a line of code. An agent takes a task such as "add a settings screen with a dark-mode toggle", plans the steps, edits the Kotlin and Compose files, runs the build, reads the errors, and tries again.
Where it fits well
- Boilerplate-heavy work like screens, view models, and data classes.
- Mechanical refactors across many files.
- Writing tests for existing behavior.
- Exploring an unfamiliar part of the codebase.
Where it loses
Agents struggle with ambiguous requirements, hardware- or device-specific behavior, and decisions that depend on product judgment. They can also produce plausible code that does not match your architecture.
The risks that come with it
Agents act with real permissions. They can touch the filesystem, run commands, and, in release pipelines, affect signing and publishing. Intellectual-property and data-handling questions arise when code leaves your environment.
Decide deliberately
Adopt agents where the work is well specified and easy to verify, and keep human review for architecture, security, and release. Measure results on your own codebase instead of relying on general claims.
Continue with the book
Explore the full treatment, worked examples, and exercises in Agentic Android App Development.
Adapted from Agentic Android App Development, published by Choral Software. Article text and original examples © 2026 Choral Software. All rights reserved.