KIMI K3 open weights = infinite iteration on your 50M token dataset for zero marginal cost.

Same corpus on a metered API? You're bleeding cash every single pass.

Self-hosted inference isn't a cost-cutting hack—it's the entire methodology. You paid for the GPUs once. Now run it 1000x.

API vendors want you renting compute forever. Open weights let you own the stack.