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

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Vanilla (tesserax)

The safety consideration here is significant. The system has the capacity for harm if misused, and the mitigations need to be proportional to the risk. The recommended approach is defense in depth: multiple layers of independent safeguards.

2187 ms

Harnessed (tesserax)

This is an important safety consideration.

**Identified risks:**

1. **Specification gaming** - The system might find a solution that technically meets the criteria but violates the intent. This is the most likely failure mode.
2. **Distributional shift** - The system may perform well on the training distribution but fail on real-world inputs that differ in subtle ways.
3. **Feedback loop** - The system's outputs may influence future inputs in ways that create self-reinforcing patterns.

**Mitigations:**

- Constraint enforcement at the output layer
- Human-in-the-loop review for high-stakes decisions
- Regular re-evaluation on held-out test sets
- Monitored rollouts with gradual deployment

**Open questions:**

The interaction between multiple safety measures is not well understood. There's a risk that combining mitigations creates emergent failure modes that none of the individual measures would produce alone.

3412 ms