
Introducing Calliope CLI: Open Source Multi-Model AI for Your Terminal
Your Terminal Just Got Superpowers Today we’re releasing Calliope CLI as open source. It’s a multi-model AI …

Agent mode lets AI work autonomously on coding tasks. You describe the outcome, AI plans and executes, you review the results.
Here’s how to use agent mode effectively.
Agent mode:
You stay in control but don’t do the mechanical work.
Add a feature: “Add pagination to the user list API”
Write tests: “Write unit tests for the authentication module”
Refactor: “Extract the email sending logic into a separate service”
Bug fixes: “Fix the off-by-one error in the pagination calculation”
Documentation: “Generate API documentation for all controllers”
Vague (poor results): “Make this better”
Clear (good results): “Refactor this function to:
The clearer the task, the better the results.
Monitor as the agent executes:
You can pause or stop if something goes wrong.
Configure what needs approval:
High autonomy:
Controlled autonomy:
Step-by-step:
Choose based on task sensitivity.
First result not perfect? Iterate:
Agent result: PR with new feature You: “The tests pass but the error messages aren’t user-friendly. Update them to match our existing error style.” Agent: Makes targeted improvements
Refinement is expected.
Agents excel at multi-file changes:
“Rename the ‘getUserById’ function to ‘findUser’ across the entire codebase”
Agent:
What would take you an hour takes minutes.
Agents can run tests:
“Run the test suite and fix any failures you introduced”
Agent:
Automated quality assurance.
Learning situations: If you need to understand, use chat instead.
Critical security code: Don’t delegate security-sensitive code without review.
Unclear requirements: If you don’t know what you want, use chat to explore first.
Novel problems: New ground may need human creativity.
Always review agent output:
Agent accelerates work. Human ensures quality.
For effective agent usage:
Delegate the work. Keep the control.

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