prose

Multi-agent workflow orchestration with persistent state requires a runtime that coordinates agents, sessions, and state backends. This skill provides a unified VM runtime to define, initialize, and connect agent-driven workflows with consistent discovery and resource organization.

Structured agent skills require standardized frontmatter with name and description at the root, plus optional directories for scripts, references, and assets. This approach enforces consistent entry points and on-demand behavior for scalable cross-project automation.

SQLite and PostgreSQL state backends are supported for long-running agent sessions. This skill provides integration guidance for filesystem, SQLite, PostgreSQL, and in-context state management to maintain persistent memory across workflow runs.

Skill onboarding and activation within a multi-agent runtime uses structured initialization to register agents and sessions. This skill unit bundles VM semantics to ensure standardized entry points, consistent discovery, and seamless composition of modular workflows.

Multi-agent orchestration operates without external dependencies by using in-context or filesystem state backends. This skill bundles its own VM runtime semantics, requiring no external packages to define, initialize, and connect agents for basic workflow composition.

Agent workflow sessions lose state without a configured persistent state backend. This skill addresses the problem by providing integration guidance for filesystem, SQLite, PostgreSQL, and in-context state management to maintain memory across separate runs.