Meta has launched Muse Code, a beta AI coding agent specifically built to navigate and manage complex software assignments within expansive code repositories. This tool utilizes the new Muse Spark 1.2 model to provide persistent assistance for developers working on macOS and Linux platforms during difficult development cycles.

Persistent agent architecture and reliability

The core innovation of this platform lies in its use of specialized background agents. Unlike traditional AI tools that create a new instance for every individual prompt, these agents stay active during the entire work session. They operate asynchronously and choose the most appropriate moments to transmit their findings to the primary interface. This approach minimizes the need for developers to provide constant direction or repeat context for multi-step projects.

Reliability is a central focus for this release. Meta integrated a local event log that records every specific tool run, model call, and code edit. Because every action is appended to this log, the runtime remains restart-safe. If the system experiences a crash, the agent can resume its work exactly where it left off without losing progress. This makes the tool suitable for long-running tasks that might take hours to complete.