Unverified50% confidenceBenchmarkExact time
In Factory's Slack clone production case, 60% of the time and 60% of the tokens were spent on implementation, 50% of the final lines of code were tests, and the tests covered 90% of the code.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
10/24/2026
First Seen
Valid until: 1/22/2027
Sources
Related Entities
Related Claims
UnverifiedTest case design and writing typically accounts for 30% to 50% of the labor hours in the entire testing cycle.77% similarUnverifiedOfficial benchmarks show that the proportion of logic-bearing code backed by tests rose from 68% to 98%, and the proportion of deliberately injected bugs caught by its own tests rose from 46% to 66%.75% similarUnverified2024 年的多项基准测试表明，经过严格安全对齐的模型在代码生成任务上的拒绝率比基座模型高出 15-30%，在创意写作任务上的自我审查率高达 40%72% similarUnverified根据Gartner的研究，测试设计阶段（测试策略制定、用例编写）占据测试总工时的40%-60%72% similarUnverifiedThe test case generation solution is divided into five progressive levels: a single agent plus prompt achieves only approximately 30% coverage, a workflow approach can achieve approximately 80% coverage, and an exploratory learning approach can achieve over 90% coverage.71% similar
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