Understand coding agents

What can a coding agent actually do for you?

See which jobs coding agents can complete, which tools they use and when a normal AI chat is the quicker and simpler choice.

An agent performs steps instead of only writing an answer

A chat usually provides code to copy. An agent can search your project, edit files and run commands, which helps when a task contains several connected steps. A chat remains better for one explanation or a tiny isolated snippet.

Agent, chat or completion?

Agent, chat or completion?.

Code completion

Useful for the next line and familiar patterns while you type.

Programming chat

Good for explanations, approaches and questions about a small area.

Coding agent

Useful when files must be found, changed and checked with commands.

Test an agent on real everyday work

Three normal tasks tell you more than a polished demonstration.

  1. Choose a repeated task

    Collect a small bug, a test-writing task and one repeated update.

  2. Give it a goal and project

    Provide the outcome, project and existing start or test commands.

  3. Let the agent do the work

    Check whether the agent finds the right files and creates an understandable change.

  4. Try the visible result

    Compare time saved with the time spent reviewing and correcting it.

Signs that an agent fits

Useful agents make their results easy to understand.

  • It clearly shows every changed file.
  • It supports your project languages and tools.
  • Writable folders and available commands can be limited.
  • Its data handling fits your source code.
Official documentation and further reading

Technical references are linked to the original project or manufacturer documentation.