| technology-first framing | The tool or supplier becomes the decision subject. | Hold the result premise and representative Work stable, then generate whole arrangements. |
| novelty preference | The obtaining arrangement is excluded because it is familiar. | Include the baseline and its smallest serious repair. |
| fragment comparison | Training, hiring, outsourcing, platform, and automation labels are compared as if complete. | Complete each around parity or mark its non-option status. |
| hybrid optimism | Human–AI or human–robotic coupling is presumed synergistic. | Compare the best applicable solo configuration and observe interaction burden. |
| provider halo | Contract, catalogue, or demonstration is read as provision and capability. | Recover capability evidence, acceptance, custody, continuity, recovery, substitution, and exit. |
| participation theater | A workshop is said to provide consent, authority, or adoption. | Show whose knowledge changed which decision position and keep authority separate. |
| generic oversight | “Human in the loop” replaces exact decision, control, override, escalation, and evidence. | Request the direct predicates and conditions for this Work and jurisdiction. |
| recommendation inflation | A preferred probe becomes a ChoiceResult. | State the authorized DecisionSubject, rule, and lawful disposition independently. |