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Read the original: JetBrains AI Blog· Denis Shiryaev·Published PickAI score60/100

Ponytail Skill Cuts Claude Code Costs 10% But Not the Advertised 54%

Original titlePonytail Skill for Claude Code: Does It Really Cut Agent Code by 54%?

AISummary

JetBrains tested the ponytail skill for Claude Code across 80 paired tasks and found a median 10.3% cost reduction, with p=0.004. Code written fell about 15% median versus the advertised 54%, reaching 31% on larger builds and little on already-lean tasks. No quality difference was detected, and the skill only self-activated when its ruleset was injected by a plugin hook.

AIWhy it matters

The benchmark separates advertised savings from measured results and shows the code cut depends on how much the baseline agent over-builds.

Read the original blog.jetbrains.com

Source: JetBrains AI Blog · blog.jetbrains.com