Incentive Design

Prediction Markets Don’t Predict Murder. They Incentivize It.

Prediction markets aren’t passive forecastersβ€”they’re incentive machines that can turn a financial bet into a real-world murder. The chilling logic: the more money on an outcome, the more someone will want to force it. We need to stop treating them as neutral tools before they put a bounty on all of us.

Stop Blaming Engineers for Gaming the System. You Built the Game.

Promotion-Driven Development is the silent killer of tech companies. Engineers aren’t gaming the system β€” they’re responding rationally to the incentives you designed. When promotion criteria reward visibility over value, you get a company full of people building things nobody needs while the real work goes unrecognized. The problem isn’t your talent. It’s your game.

Anthropic’s Founder Is Worried You’re Only There for the Money. He Should Be.

Anthropic’s Dario Amodei is worried employees are joining for money, not mission. But his anxiety is really a confession: a mission that can’t survive a 50% salary bump isn’t a mission, it’s a marketing slogan. Every company pitches purpose to extract surplus value from workers. The real question is whether the work is meaningful enough to justify the discount.

Your Doctor Knew Exercise Cures Depression. They Just Couldn’t Tell You.

Exercise has been proven as effective as antidepressants for mild to moderate depression β€” with evidence spanning four decades. Yet doctors almost never prescribe it. The reason isn’t medical ignorance. It’s a healthcare system structurally aligned around billable, patentable, repeatable interventions. Exercise is free, so it’s invisible. The real scandal isn’t that the research is new. It’s that it’s been ignored since 1981.

Stop Paying for Second Opinions. The Free Ones Are More Honest.

We’ve been trained that you get what you pay forβ€”but that logic collapses when the stakes are highest. A $0 second opinion isn’t just cheaper; it’s structurally more trustworthy because the provider has no financial incentive to upsell, over-prescribe, or justify their fee. The future of expert judgment isn’t more expensive. It’s free, reputation-backed, and dangerously honest.