The Enterprise Gap
Specific Labs released Real-SWE, a benchmark that tests frontier AI coding agents on licensed private production codebases — tasks with real business stakes like billing systems and tax compliance. The best model (Fable 5.1) resolves 38.8% of tasks. The most expensive model doesn't win by much over models costing a third as much per rollout, and failure rates range from 61–84% depending on the model.
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