Autoprompt Skill Review: The Coding Agent Prompt Skill That Cuts Failures 45%
Autoprompt is a coding agent prompt skill that injects an orchestration procedure — plan, delegate, implement, verify — into 11 host agents, including Claude Code, Codex, and OpenCode. Its headline claim of 45% fewer failures comes from a single 89-task Terminal-Bench 2.1 run where failures fell from 29 to 16. That result is real arithmetic but version 1 evidence, and it costs roughly 3x wall-clock time and 2x tokens. What the 45% Figure Actually Measures The number everyone quotes is not a percentage of tasks solved and it is not a percentage reduction in tokens. It is a reduction in failures on one benchmark, measured once. ...