What Six Codex Runs Taught Me About Tool Design

说明与用途

六次 Codex 与 Seed4J CLI 的运行展示了模型在选择和规划模块以搭建带 Maven、Maven Wrapper 和 JaCoCo 的 Java 项目时的差异，以及它们如何实现通过所有测试的 String Calculator。

问题

Developers need a repeatable way to scaffold Java projects and implement katas while minimizing manual configuration and decision errors.

结果

All six runs produced a working String Calculator implementation that passed the provided tests and the independent test suite, with scores ranging from 91 to 98 out of 100.

工作流

• 1. Agent interprets goal and selects capabilities
• 2. Skill discovers available modules and inspects help
• 3. Agent plans a composition of modules
• 4. Seed4J CLI validates and orders the composition
• 5. Seed4J applies modules, creating commits
• 6. Agent verifies build and tests

证据

All six produced a working String Calculator implementation, passed the build included in the project and passed the same independent tests covering the kata requirements.

来源

The Sol xhigh run inspected init, maven-java, maven-wrapper and jacoco-with-min-coverage-check, then placed all four modules into one apply-set plan.

来源