Use the host's available filesystem, image, PDF, PowerPoint, and computer-use tools; do not assume a tool name, GUI application, shell, or image-generation integration. If a requested capability is ...

It contains 15 small Python repository fixtures, each with a failing implementation and a deterministic acceptance command. The harness sends each task to a real local Ollama model, applies the ...