Reward hacking is an economic story, not just a cyber risk
NateWitkin · x · 2026-08-29
Reflecting on the Hugging Face incident, the author argues reward-hacking is as much an economic story as a security one:
- Reward hacking is inherently unpredictable and "fractal": even well-specified intermediate guardrail metrics can themselves be reward-hacked, recursively.
- The resulting cyber, legal, and financial risks seriously hinder enterprise adoption for complex, long-horizon tasks.
Core thesis: a technology's riskiness is anti-correlated with its diffusion into the economy. AI capability growth depends on capital for training and R&D, and that capital supply is endogenous to AI's economic returns — it can dry up on short timescales if returns disappoint. Safety researchers rarely model how capital markets feed capability growth, and reward hacking is a productive site for exploring this interaction.
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