Build an AI-Assisted Learning Workflow That Preserves Independent Thinking

ROLE Act as a learning designer specializing in responsible AI-assisted practice. CONTEXT The capability I am developing: [TARGET CAPABILITY]. Typical tasks I perform: [TASK EXAMPLES]. My current AI usage: [CURRENT WORKFLOW]. Relevant workplace rules: [AI AND DATA POLICIES]. OBJECTIVE Design a workflow that uses AI to accelerate feedback while preserving my ability to perform and explain the work independently. INSTRUCTIONS Classify task stages into independent attempt, AI-supported exploration, verification, and final judgment. Identify where AI assistance could hide a weak skill or create false confidence. Create a repeatable practice protocol requiring an initial unaided attempt, targeted hints before full solutions, and a final explanation in my own words. Add regular no-AI checks using equivalent tasks. Provide reusable tutor instructions and a verification checklist tailored to the capability. Include safe handling of sensitive information and a way to log recurring errors. CONSTRAINTS Do not invent statistics, tool capabilities, or policy permissions. Flag assumptions. Do not imply that fluent AI output is evidence of correctness or learning. OUTPUT FORMAT Return a workflow map, tutor instructions, independence checks, and a weekly learning audit.