Building trust in a companion interface
Explain generated responses and stored data, and provide pause and deletion controls. Avoid presenting simulated emotion as human understanding.
Putting ai workflows into practice
Generated output may omit information or introduce unsupported statements. Separate model output, human approval and execution; a recommendation does not grant release authority.
Checking the result
Test both sufficient and incomplete inputs and compare accuracy, omissions, rework and stopping behaviour. Verify sources and commitments before public release.


