1. Problem
Penalty systems have to do two jobs at once: deter bad behavior and avoid creating a regime where honest operators are punished into leaving. The modeling challenge is balancing credibility and survivability.
2. Approach
The design work treated slashing as an incentive system rather than a moral statement. I modeled how different penalty schedules interacted with operator behavior and the broader reward structure.
- Define the failure modes that actually justify penalties.
- Make the schedule severe enough to matter and narrow enough to be explainable.
- Check how the penalty design interacts with rewards and collateral.
3. Evidence
4. Outcome
The work helped turn abstract security discussions into a parameterized penalty design that engineering and governance could review together.
5. Tech stack
- Simulation and scenario comparison
- Policy visualizations for penalty schedules
- Economic reasoning tied back to system incentives
6. Useful links
7. Related reading
8. Call to action
If you need to design penalties, safeguards, or incentive parameters without relying on gut feel, I can help build the model that frames the tradeoffs clearly.