What Six Codex Runs Taught Me About Tool Design

Описание и применение

Шесть запусков Codex с Seed4J CLI показали, как модели различаются в выборе и планировании модулей для создания Java‑проекта с Maven, Maven Wrapper и JaCoCo, а также как они реализуют String Calculator, проходя все тесты.

Задача

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

Результат

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.

Рабочий процесс

• 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

Доказательства

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.

Источник

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.

Источник