What problem does it solve? New swamp users often don't know where to begin: which model type to pick, how to create a model, run a method, or read the output. This Skill provides an interactive, step-gated onboarding walkthrough that takes a user from zero to a working first model with verification at every stage. ## Core Features & Use Cases - State-machine onboarding: Progresses through five gated states (goals understood, model created, method run, output inspected, graduated), refusing to advance until each verification passes. - Model type resolution: Searches local types and the extension registry, pulls matching extensions, and falls back to a command/shell model for ad-hoc goals. - Failure recovery and delegation: Provides per-state recovery steps for validation errors, failed runs, and missing output, plus a delegation map routing next steps (workflows, vaults, extensions) to the swamp skill. - Use Case: A user who just installed swamp says "show me how swamp works" — the Skill checks for existing models, asks about their goal, finds a matching model type, creates and validates the model, runs a read-only method, inspects the output, and suggests concrete next steps. ## Quick Start Ask the assistant to walk you through getting started with swamp by creating and running your first model.