AI Benchmarks
The Benchmark Mirage: Why Coding Agents Fail on Private Code
Real-SWE tests AI coding agents on private enterprise repos, revealing that top models solve under 40% of real-world production tasks.
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Real-SWE tests AI coding agents on private enterprise repos, revealing that top models solve under 40% of real-world production tasks.
Developers are moving away from fully autonomous AI to 'short leash' workflows and tools like ctx to manage coding agents and prevent architectural drift.