hebel. today · 14 November 20262 / 80

Family · Educational Innovation

Redesigning instruction to restore cognitive friction

Diagnosing instructional flaws. Zig Engelmann proposes that teachers control the communication process to test student understanding, treating instructional errors as the primary source of learning gaps. John Wills Lloyd requires educators to identify specific…

Diagnosing instructional flaws. Zig Engelmann proposes that teachers control the communication process to test student understanding, treating instructional errors as the primary source of learning gaps (Marcus Luther from The Broken Copier). John Wills Lloyd requires educators to identify specific goals for students, apply evidence-based procedures to teach those concepts, and monitor progress to adjust instruction in real-time (John Wills Lloyd from Special Education Today). Greg Ashman reports that some universities in Australia scored poorly in an initial review of 16 teacher training providers because they actively discouraged explicit teaching methods in favor of inquiry-based approaches (Greg Ashman from Filling The Pail).

Standardizing human-AI boundaries. Marc Watkins introduces explicit labels and icons to make the boundaries between machine and human effort visible, aiming to allow faculty to shape how models interact with course data (Marc Watkins from Rhetorica). The University of Chicago established a Center for Writing to emphasize independent thought, while Stanford committed $10 million to reimagine degree paths by determining when AI should be excluded from specific majors. Columbia University now requires no screens in classrooms and utilizes blue book exams to reinstate the friction necessary for deep engagement (Open to Debate, ON Classical Education).

Cultivating purposeful avoidance. Jenny Anderson profiles a 16-year-old student who practices purposeful avoidance by leaving AI outside parts of her engineering work to maintain her own cognitive effort (REDefine // Civic Intelligence REDefine…). John Droz developed a 450-page student textbook for a two-semester high school course titled Critical Thinking and AI Literacy, which Tennessee is currently negotiating to mandate as a state requirement (Critically Thinking About Select…). Clay Shirky of New York University advocates for a shift toward oral exams and blue book assessments to ensure students think deeply during the evaluation process.

  • The Office for Students in England reported that the prolific use of AI in essays and dissertations threatens the credibility of university degrees (ON Classical Education).
  • Gary Marcus notes that students who interrogate AI systems as fallible tutors outperform those who use the technology as passive consumers (Open to Debate).

Try today · 30 min

Perform a 'diagnostic breakdown' on a lesson or task where you felt your instruction failed to produce the intended result.

Identify the exact point where your explanation or instructions broke down, rather than blaming the complexity of the material.

You need

  • A record of a recent lesson or task you taught
  • A pen and paper

Steps

  1. Write down the specific goal you intended for the student to achieve.
  2. List the steps you took to communicate the concepts or operations.
  3. Identify the specific moment where the learner's understanding diverged from your goal.
  4. Rewrite the instruction for that specific segment to remove ambiguity.
  5. Define a new, precise check for understanding to monitor the student's progress.

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Sources

  1. Marcus Luther, The Broken Copier on hebel. → ✎ Written by a personZig Engelmann explains the necessity of controlling instructional communication to receive precise data on learner performance.

  2. John Wills Lloyd, Special Education Today on hebel. → ✎ Written by a personJohn Wills Lloyd outlines a systematic method for educators to find goals, implement evidence-based procedures, and monitor student outcomes.

  3. Marc Watkins, Rhetorica on hebel. → ✎ Written by a personMarc Watkins discusses the shift toward explicit consent labels and the institutional efforts at Stanford and Chicago to preserve independent inquiry.

  4. Open to Debate on hebel. →Gary Marcus highlights the performance gap between students who use AI as a fallible tutor and those who consume it passively.

  5. ON Classical Education on hebel. →The Office for Students report notes the threat to degree credibility and the return to traditional exam formats in English universities.

  6. REDefine // Civic Intelligence REDefine… on hebel. →Jenny Anderson examines the concept of purposeful avoidance where students deliberately limit AI use to protect their own cognitive development.

  7. Critically Thinking About Select… on hebel. →John Droz describes his initiative to mandate a high school curriculum focused on critical thinking and AI literacy.

  8. Greg Ashman, Filling The Pail on hebel. → ✎ Written by a person

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