Students in both conditions named awareness of their reliance on AI as the most valuable course outcome, and unrestricted-AI students described shallow engagement they could not stop¶

Claim · All claims
Evidence · 1 study (2 entries) · causal r1–r2 · q2
Currency · newest study 2026 · checked against its sources 2026-10-19 (automated, 2 of 2 entries) · not reviewed by a person

Subclaims¶

q2 i? Interviewees in both conditions said becoming aware of how much they relied on AI was the most useful outcome of the sessions. → Azimi 2026 q2 i? Unrestricted-condition students were satisfied with their tools yet uneasy, describing shallow engagement and slipping analytical skills they felt unable to stop. → Azimi 2026 (2)

Evidence¶

Azimi 2026¶

Azimi, S. (2026). AI Literacy over Tool Design: A Mixed-Methods Study of Scaffolded versus Unrestricted Generative AI in Programming Education. Delft University of Technology. https://arxiv.org/abs/2609.16784 doi:10.48550/arxiv.2609.16784

q2 · i? · causal · r2

Thematic coding of six semi-structured interviews with students from both conditions; the article notes this finding "was not part of the design". Coach students also reported carrying hint-budget questioning into home use of unrestricted tools.

"In the interviews, students in both conditions said that the most useful outcome of the laboratory sessions had been becoming aware of how much they relied on AI."

Azimi 2026 (2)¶

Azimi, S. (2026). AI Literacy over Tool Design: A Mixed-Methods Study of Scaffolded versus Unrestricted Generative AI in Programming Education. Delft University of Technology. https://arxiv.org/abs/2609.16784. doi:10.48550/arxiv.2609.16784

q2 · i? · causal · r1

Interview accounts from unrestricted-condition students who were "satisfied with their tools and, in the same interviews, uneasy about that reliance"; several said unprompted that there ought to be a way to keep AI's capacity while staying intellectually engaged.

"They described their engagement with the material as shallow, said that they felt their analytical skills slipping, and said that they nevertheless could not stop, because the tools were too efficient to give up."

Discussion¶

Related Claims¶

• Students in the Coach condition reported higher confidence in their own competence and a larger confidence gain over the seven weeks than unrestricted-AI students — related
• Students who used AI reported feeling less accomplished, with heavier reliance associated with greater loss of satisfaction — related
• Peer AI use diminished some students' sense of their own effort's value through social comparison, independent of their own AI use — related
• Knowing AI could complete assignments made the cost of independent programming effort feel less worthwhile to strongly motivated students — related
• A scaffolded AI Study Coach produced no assignment-performance or concept-inventory advantage over unrestricted AI use in a master's programming course pilot — related
• Easy access to AI-generated answers may reduce learners' motivation to engage deeply with material — a broader claim this one bears on
• AI availability led some students to question the long-term value of programming skills, while others saw programming as equally or more valuable — related
• Motivational Disengagement, reported by 270 participants, captures reduced initiative and eroding confidence linked to AI reliance — related