Skill UI

This library provides a comprehensive framework for managing bounded AI workflows (loops). Users can analyze existing codebases or work histories to discover opportunities for repeating, automated agent processes. It guides the user through finding published templates, auditing and repairing weak agents, adapting parameters, or crafting entirely new, robust automation designs, ensuring clear triggers, verification, and mandatory stopping conditions.

This skill guides the setup of repeatable, self-running marketing workflows (loops). It transforms one-off tasks into 'always-on' systems that execute on defined cadences (daily, weekly, or by trigger). It is essential for defining the loop's purpose, matching the operational cadence to the underlying signal speed, and implementing necessary guardrails, self-checks, and human checkpoints to ensure sustained and efficient marketing operations.

This skill is designed to mitigate false-positive safety triggers from strict AI classifiers (e.g., cyber, bio/chem, reasoning). It operates by making minimal, surgical edits to sensitive phrases, abstracting away specific domains or actions while preserving the original benign intent and structure. It ensures the prompt remains policy-compliant without losing its core purpose, making it ideal for academic or defensive inquiries.