Expired50% confidenceBenchmarkExact time
On the SWE-bench Verified benchmark, even the most advanced AI systems typically achieve task completion rates of only 30%-50%.
1
Sources
50%
Confidence
Short-term (~14 days)
Relevance
9/6/2026
First Seen
Valid until: 9/20/2026(expired)
Sources
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Related Claims
UnverifiedAfter using the AI debugging trio template (complete error message + relevant code snippet + expected behavior), the answer accuracy rate increased from 30% to over 90%, and problems were essentially resolved in a single attempt.75% similarUnverifiedIn a complete AI application system, GPU inference typically accounts for only 30%–40% of total compute, with the remaining 60%–70% of the compute load borne by the CPU.72% similarUnverified根据文中量化估算，编程智能体任务中模型推理仅占总时间的 20%-30%，剩余 70%-80% 花在等待外部系统 I/O 响应71% similarUnverifiedSince 2024, the scores of various AI programming tools on SWE-bench have surged from initially less than 5% to over 50%.71% similarUnverifiedFor the same question, the difference in AI answer accuracy between providing sufficient context and providing no context can exceed 40%.70% similar
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