In archived sessions, no operator code changes or quantum-logic corrections were needed; eight of nine notebook executions only required one permitted fix of a missing visualization dependency¶
Claim · All claims
Evidence · 1 study · designr2·q2
Currency · newest study 2026 · not yet checked against its sources · not reviewed by a person · recheck by 2029: tool and model accuracy changes quickly
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? Across nine fully archived sessions, ChatGPT's submissions required no operator code edits or quantum-logic corrections, and the only initial execution failures were environment issues resolved by one permitted follow-up. → Alexei Kaltchenko and Gurnivaj Tiwana 2026
Evidence¶
Alexei Kaltchenko and Gurnivaj Tiwana 2026¶
Alexei Kaltchenko and Gurnivaj Tiwana. (2026). ChatGPT Solves All Tested Qiskit Homework Assignments. arXiv. https://arxiv.org/abs/2608.19707 doi:10.48550/arxiv.2608.19707
q2 · i? · design · r2
Process-level analysis of the nine fully archived sessions (three per package), each conducted in a new conversation with only student-visible materials and up to two follow-ups limited to exact errors or omitted files. The article states these were environment and visualization issues, not errors in the quantum algorithm, schema, or reflection.
"In the other eight, execution stopped at an optional qc.draw("mpl")call becausepylatexencwas missing. One permitted installation or rendering adjustment resolved each case."
Discussion¶
Related Claims¶
- ChatGPT produced executed, grader-accepted submissions for all three fixed personalized Qiskit assignment instances in 150 of 150 sessions — related
- Module 3 code execution success dropped to approximately 60% before a missing-dependency infrastructure fix, recovering to match the 86–87% rates of Modules 1 and 2 — related
- Optional IBM Quantum hardware execution supplied extra evidence but did not remove substantial AI assistance, as ChatGPT generated the code and could interpret returned noisy data — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
archived-qiskit-sessions-needed-only-environment-fixes |
title |
In archived sessions, no operator code changes or quantum-logic corrections were needed; eight of nine notebook executions only required one permitted fix of a missing visualization dependency |
description |
In archived sessions, no operator code changes or quantum-logic corrections were needed; eight of nine notebook executions only required one permitted fix of a missing visualization dependency |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2026 |
recheck_by |
2029 |
generated |
by process:wiki-ingest on 2026-10-10 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — alexei-kaltchenko-and-gurnivaj-tiwana-2026 |
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