Unverified50% confidenceBenchmarkExact time
In Ponytail's benchmarks, the proportion of high-risk logic with tests rose from 68% to 98%.
1
Sources
50%
Confidence
Medium-term (~90 days)
Relevance
11/3/2026
First Seen
Valid until: 2/1/2027
Sources
Ponytail: 176K Stars — Teaching AI Coding Assistants to Be Lazy and Halve the Code
bilibili谷恒条野yee10/26/2026
Related Entities
Related Claims
UnverifiedWhen using Ponytail 5, the proportion of high-risk logic shipped with tests reached 98% (vs. 68% without it), and the proportion of injected bugs caught by the agent's own tests was 66% (vs. 46% without it).79% 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%.70% similarUnverified测试覆盖率通常要求核心业务逻辑达到80%以上68% similarUnverifiedThe test case provided in the course uses inputs of 80 and 92 to verify whether the result correctly reflects an increase of 15 percentage points.66% similarUnverified团队将一个金融分析基准测试的准确率从50%提升至92%65% similar
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