Developers can build text-only CLI agents using compatible serving parsers and a harness that understands the model's tool-call format. Core capabilities include Agentic coding, Multi-step tool use, Text-only input, and 524K-token context.
Public code or model weights are linked from the project, with setup instructions for running or adapting the system. Additional characteristics include Hybrid sliding and full attention, Sparse expert routing, Multi-token prediction, and Compatible serving examples.
