P4: Understanding Layer Adds Value
predictionhypothesisoriginal
ClaimLLM-based semantic modeling of the human's values and context improves system performance beyond what sensor-plus-rules achieves alone.
This claim fails if
If a rule-based system with identical sensor inputs achieves equivalent outcomes on capacity maintenance and user-rated quality.
LLM-based semantic modeling of the human's values and context improves system performance beyond what sensor-plus-rules achieves alone. The AI understanding component is not decorative.
Tests
E3 (understanding layer ablation).