Marshal

Marshal provides a robust command-line interface (CLI) for advanced software development tasks, emphasizing persistence, auditability, and adaptability. Key features include: • Model-agnostic operation across 30+ providers • Persistent background sub-agents for continuous work • Replay-exact session resume for audit trails • Self-improving evaluation loop • Cloud or on-premise deployment options This platform is engineered for multi-day engineering projects, allowing development teams to tackle complex challenges with confidence. It offers durable sessions and verification capabilities, ensuring that all work is traceable and verifiable. The self-improving evaluation loop continually refines its performance, making it a powerful tool for evolving codebases and engineering practices. Marshal enables teams to build an autonomous software factory, supporting the implementation of new features, investigation and resolution of bugs, large-scale refactoring, and comprehensive code reviews. It also assists in triaging incidents, investigating production failures, and automating recurring engineering processes. The system is designed for engineering teams and enterprises that require verifiable software tasks within their repositories, terminals, tests, or continuous integration environments, adhering to their specific policies and infrastructure preferences.