Minimal (Sometimes Single) Pass AI Instruments

These are minimal-pass AI instruments—designed for precision, not conversation.

Unlike open-ended chatbots, each tool performs a single, rubric-aligned evaluation that mirrors human scoring. There is no back-and-forth and no content generation—only structured, bounded feedback.

By design, these tools preserve student authorship and prevent AI dependency, keeping teachers—not models—at the center of the instruction and assessment process.