LAB-002 records selected examples from real exchanges between a human and a language model as qualitative observations.

In one case, a typing mistake shifted the meaning between two Turkish verb forms, reversing who was said to take an action. In another, the model introduced an incorrect assumption while trying to correct a phrase.

A previously established preference for a form of address was missed and a question was mistaken for an instruction. In a case involving the word “guest,” recalling a single anecdote did not recover other related events across time.

In another case the assistant asked for clarification about an unfamiliar joke rather than inventing its history. This illustrates the difference between making an ordinary mistake and confidently expanding an unknown premise into unsupported detail.

These cases do not validate a solution. They are qualitative observations that generate questions and hypotheses for subsequent testing. Related small rule-based pilots should not be treated as independent demonstrations of real-world performance.

Future studies would require predefined criteria, blind assessment and meaningful comparisons.