Use when the user wants to autonomously tune a numeric metric against a single editable file, with no human check-ins. Triggers: "autoresearch", "overnight tuning", "agent runs experiments", "improve val_* metric", "optimize loss", "benchmark my model",…
Use when starting a new project, reviewing code, refactoring, or onboarding a new contributor in TypeScript / JavaScript / React / Node.js / adjacent stacks. Triggers: "best practices", "conventions", "code style", "what's the right way to do this", "lint…
Use when writing a new skill, reviewing a skill, refactoring an existing one, or onboarding someone to the skill ecosystem. Triggers: "how do I write a good skill", "review this skill", "skill format", "skill frontmatter", "skill description contract", "skill…
Use when the user wants to create, build, fork, or find a skill for a workflow, or when a "new" skill idea already feels familiar. Triggers: "does a skill for X already exist", "find me a skill for…", "search skills", "is there a marketplace skill for…",…
Autonomous high-reasoning operating mode for long-running, multi-step work. Use when the user says "use fable mode", "plan end to end", "autonomous run", "long horizon", "self verify", or starts ambitious work meant to run start-to-finish with minimal…
Use when the agent wants to consolidate what was learned, decided, deferred, and what to skill-ify at the end of a long agentic task. Triggers: "wrap up", "summarise the session", "what did we do today", "end-of-task", "post-work", "structured retro", "I want…
Use when the user wants to create, build, structure, or templatize a skill, when a workflow is being repeated, or when the agent is asked "should this be a skill?". Triggers: "should this be a skill", "is this workflow skill-worthy", "write a skill properly",…
Use when the user reports a vague issue, a recurring symptom, a mystery behaviour, or asks "why is this happening?" — a problem with incomplete information, not a known bug. Triggers: "why is this happening", "mystery behaviour", "investigate this",…