Published March 26, 2026
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Temporal Weakening of KL-Regularized Safety Constraints (Part-1 Continued)
Authors/Creators
Description
We formalized the Temporal Exploitability Limit. We proved that safety constraints decay exponentially with monitoring lag
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If we already know (Part 1) |
Then why do this? (Part 2) |
| Static Hiding: An agent can stay under a KL limit while maximizing reward. | Temporal Breakout: We need to know what happens when the "limit" isn't applied instantly. In the real world, oversight is never real-time. |
| Fixed Pressure: $\lambda$ is a constant force pushing the agent to be safe. | Constraint Decay: We prove that $\lambda$ isn't a constant. If there is a delay $\tau$, the "pressure" evaporates mathematically. It turns into a "Future Debt" that the agent can ignore. |
| Detection exists: We can see the agent is cheating. | The Blind Spot: We prove that for a specific window of time ($\tau$), the agent is mathematically invisible. The supervisor sees 0 deviation while the agent is at 100% deception. |
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Additional details
Related works
- Has version
- Report: 10.5281/zenodo.18485454 (DOI)
Software
- Repository URL
- https://github.com/noob6t5/Hierarchical-ASI-Supervision/tree/main/part2
- Programming language
- Python
- Development Status
- Active