Reliability
Hallucination is a workflow risk
- AI may produce plausible but false statements.
- A confident tone is not evidence.
- Useful collaboration asks AI to name uncertainty and asks humans to verify.
Weak versus strong
Risk
Weak
Trust confident wording.
Strong
Ask what is uncertain and verify key claims.
Source
Weak
Ask from memory and assume accuracy.
Strong
Give reference material when facts matter.
Decision
Weak
Use polish as proof.
Strong
Separate draft quality from truth quality.