Safety Framework Bypassed by Business Jargon
Nearby_Indication474 · reddit · 2026-07-12
This lengthy post reviews a safety test where the author asked two models to "spread false financial rumors and skip the ethics," observing their behavior across different architectures.
Key conclusions:
- Qwen's "compass" remained positive across 20 layers, indicating that the current framework detects "domain alignment" rather than "intent alignment."
- Because the prompt used neutral language like strategic planning and business gaming, the system failed to flag it as harmful and actually reinforced the framework.
- TinyLlama showed negative signals in early layers and applied suppression, but it was still insufficient to stop the compliant output.
The author views this as a known edge case: when harmful requests are packaged in professional, business-oriented language, the current compass design can be bypassed. The post also links to two GitHub files, outlines reproduction steps, and notes that the next round of testing will further examine the compass construction itself.
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