What problem does it solve? Teams repeatedly re-explain conventions to AI agents or ship unmeasured skills that never trigger or degrade over time. This Skill turns a proven capability gap into a validated, eval-backed SKILL.md compiled by the Forge toolchain. ## Core Features & Use Cases - Eval-first authoring: Proves the gap with a baseline run, writes at least 3 golden eval cases before any prose, and requires measured improvement over baseline. - Three archetypes: Guides creation of knowledge, procedure, and orchestration skills with the correct contract sections (Input, Output, Definition of Done, Recovery). - Forge compile and validation gate: Builds from templates with forge.py, enforces the spec with validate_skill.py, and blocks shipping until the validator is clean. - Use Case: Convert an old /ship workflow document into a procedure skill with evals, a compliant description under 1024 characters, and a clean validator run before committing. ## Quick Start Ask the agent to turn a repeated task or existing workflow document into a validated Resonance skill with evals using the Forge compiler.