ai-fluency-assessment

To assess AI fluency, this tool analyzes your Claude Code conversation logs using Anthropic's 4D framework. It runs a heuristic analysis and a self-assessment questionnaire to evaluate your competencies across Delegation, Description, Discernment, and Diligence.

The 4D framework is a structured model for evaluating AI fluency across four dimensions: Delegation, Description, Discernment, and Diligence. This assessment tool uses it to identify specific strengths and areas for improvement in your AI interaction habits.

You generate an AI fluency report by running the assessment script in a Python environment. The script collects conversation data, analyzes it heuristically, and outputs a visual HTML report detailing your scores and actionable feedback.

Yes, you need a Python environment with specific data collection and reporting libraries installed. The assessment relies on these dependencies to parse conversation logs, run heuristic analysis, and generate the final visual HTML report.

Yes, you can assess team AI fluency by running the tool for each member. It generates individual HTML reports highlighting strengths and areas for growth, allowing team leads to pinpoint specific AI interaction training needs.

Heuristic analysis for AI fluency relies on automated conversation log parsing and a self-assessment questionnaire. It provides actionable feedback based on the 4D framework, but accuracy depends on the quality of the input logs and honest self-reporting.