Developers need a fast, configurable coding-agent harness to execute coding tasks.
Developers may use other coding-agent tools or manually write scripts, lacking flexibility and efficiency.
Existing coding-agent tools are complex to configure, heavy on dependencies, and hard to adapt to open-source models.