Challenges & Requirements
AI agent workflows needed a smaller, scriptable interface that could run repeatable Codex-backed tasks without forcing every project to carry a heavy orchestration layer.
The system had to support reusable agent identities, custom tool instructions, persistent sessions, and simple command-line ergonomics while remaining flexible enough for publishing, research, ingestion, and automation jobs.

