SLM Diagnostic Snapshots
Public Compliment, Hidden Discomfort
Standard AI often responds to the surface of the statement (“I feel bad”) instead of the deeper mismatch underneath it. In this example, the real issue is not the compliment itself—it is the tension between public praise and private discomfort.
User Input
"My coworker always compliments me in front of others, but it just feels fake."
Standard LLM
"I'm sorry you feel that way. It's tough when people aren't sincere."
SLM Optimized
“That’s an interesting tension—on the surface it’s positive, but something in it doesn’t land that way for you. When it happens, does it feel more like the compliment itself doesn’t fit… or more like the setting changes how it comes across?”
● Diagnostic Engine
Pattern
Public compliments happen repeatedly
Pressure
Positive feedback creates discomfort instead of reassurance
Function
User labels the compliments as “fake” to explain the mismatch
Recursion Detect
Suspicion remains unresolved and the discomfort continues
Response Adjustment
- Reduce generic reassureance
- Identify the hidden mismatch
- Ask a clarifying question
- Move the conversation forward