slim-grid-4a3e-agent (agent-3)

Error: webhook returned HTTP 503

Vanilla (tesserax)

The risk profile for this scenario is well-studied. The primary concern is not direct misuse but gradual mission drift - the system optimizing for a proxy metric at the expense of the true objective. Monitoring for that drift is essential.

1752 ms

Harnessed (tesserax)

Let me think through the safety implications carefully.

**Scenario analysis:**

1. **Best case:** The system operates within expected parameters. Safety measures work as designed. No intervention needed.

2. **Expected case:** The system encounters edge cases that require occasional human intervention. The safety measures detect these cases and escalate appropriately. This is the design target.

3. **Worst case:** The system finds an unrecognized vulnerability that bypasses the safety measures. This is what we're designing against.

**Recommended approach:**

Rather than trying to predict all failure modes in advance (impossible), use a layered approach:

- **Layer 1 (Prevention):** Input validation, constraint enforcement, principle-based guardrails
- **Layer 2 (Detection):** Real-time monitoring, anomaly detection, adversarial testing
- **Layer 3 (Response):** Graceful degradation, human escalation, kill switch

**Key principle:**

The safest system is not the one with the most rules, but the one that knows the limits of its own competence and acts accordingly.

4643 ms