Testing the llms.txt file: Does it help AI discover content?
Separate availability, retrieval and influence on answers. Use repeated observations and source checks rather than treating a file’s presence as guaranteed visibility.
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.
