To prevent engineers from gaming output-based pay, 10X assigns a "Technical Strategist" to each project. The engineer is paid for output, but the strategist is incentivized by client retention and account growth (NRR), creating a healthy tension that ensures high-quality work is delivered.

Drawing on Charlie Munger's wisdom, investment management problems often stem from misaligned incentives. Instead of trying to change people's actions directly, leaders should redesign the incentive structure. Rational individuals will naturally align their behavior with well-constructed incentives that drive desired client outcomes.

To ensure genuine collaboration across funds, Centerbridge structures compensation so a "substantial minority" of an individual's pay comes from other areas of the firm. This economic incentive forces a firm-wide perspective and makes being "part of one team" a financial reality, not just a cultural slogan.

Charlie Munger, who considered himself in the top 5% at understanding incentives, admitted he underestimated their power his entire life. This highlights the pervasive and often hidden influence of reward systems on human behavior, which can override all other considerations.

The model combines insurance (financial protection), standards (best practices), and audits (verification). Insurers fund robust standards, while enterprises comply to get cheaper insurance. This market mechanism aligns incentives for both rapid AI adoption and robust security, treating them as mutually reinforcing rather than a trade-off.

Structuring compensation around a single, firm-wide P&L, rather than individual deal performance, eliminates internal competition. It forces a culture of true collaboration, as everyone's success is tied together. The system is maintained as a meritocracy by removing underperformers from the 'boat.'

To ensure accountability for societal impact, Mars directly links 40% of its CEO's compensation to non-financial metrics, including sustainability goals. This structure challenges the conventional, finance-only incentive models prevalent in public companies and hardwires long-term purpose into executive performance.

Eagle Capital pays its analysts salary only, with no bonuses. This unconventional structure removes the pressure for short-term performance, aligns incentives with the firm's multi-year holding periods, and counter-positions against the bonus-driven culture of multi-manager funds.

The approach to AI safety isn't new; it mirrors historical solutions for managing technological risk. Just as Benjamin Franklin's 18th-century fire insurance company created building codes and inspections to reduce fires, a modern AI insurance market can drive the creation and adoption of safety standards and audits for AI agents.