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Developer prompts · 8 min read

How to Improve Prompts for AI Coding Assistants

Give coding assistants the repository context, acceptance criteria, constraints, and verification steps they need.

By AURE Editorial Team · Published 2026-10-22

Include the implementation context

Name the framework, relevant files, runtime assumptions, and existing conventions. A coding assistant cannot reliably infer project rules that are not visible in its context.

  • State the requested behavior.
  • Identify the files or boundaries it may change.
  • Mention tests, linting, and compatibility requirements.

Define acceptance criteria

Describe what must be true when the change is complete. Include edge cases and failure behavior, not just the happy path.

Acceptance criteria

The form rejects an empty value, preserves the existing API shape, shows a useful error, and has a test for each behavior.

Ask for verification

A good implementation prompt asks the assistant to inspect its work, run the relevant checks, and report what it could not verify. Review the diff yourself before merging.

Turn your rough idea into a structured prompt

Try AURE after reading this guide, then review and adapt the result for your workflow.

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