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Research Summary: I replaced traditional coding tests with real conversations about how my students solve problems using AI.

Original authors
Attribution requires verification
Original source
Google for Education
Summary & Analysis prepared by
Aziz Shuaib Ausi
Resource type
Research Summary / Knowledge Resource
Resource published on AZIZ OS
6 October 2026
Reading time
1 min
Publication type
Knowledge Resource
Availability
Open access
About this Summary & Analysis

AZIZ OS provides independently prepared summaries and analytical interpretations of externally published research and knowledge sources. The underlying works remain attributable to their original authors and rights holders. This resource is intended to improve accessibility and understanding and does not replace the original publication.

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A recent development in educational assessment proposes replacing traditional coding examinations with AI-driven conversational interviews. This approach, exemplified by a professor utilizing Google Gemini within a Colab environment, aims to evaluate students' problem-solving judgment and analytical skills rather than solely their coding output. This method signifies a shift in pedagogical evaluation, leveraging advanced AI tools for more qualitative assessments.

Why it matters

This development indicates a growing trend towards integrating advanced AI capabilities into core educational processes, particularly in assessment methodologies. It highlights a potential paradigm shift from outcome-based evaluation to process-oriented assessment, emphasizing critical thinking and problem-solving over rote technical skills.

Key insights

  • Traditional coding tests are being replaced by AI-driven interviews.
  • The specific AI tool mentioned is Google Gemini, integrated within Google Colab.
  • The primary focus of this new assessment method is to evaluate students' problem-solving judgment.
  • The approach moves beyond simply assessing code production to understanding the thought process behind solutions.

Source

Google for Education — https://blog.google/products-and-platforms/products/education/gemini-google-colab/

Citation

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Verification ID
ASA-EXE-2026-01207
Version
v1.0 · r0
Issued
6 October 2026
Resource prepared by
Aziz Shuaib Ausi
Resource status
Research Summary / Knowledge Resource
Underlying work
I replaced traditional coding tests with real conversations about how my students solve problems using AI.
Original authors
Attribution requires verification
Original source
Google for Education
Provenance status
Attribution requires verification
Rights
Underlying publication rights remain with the respective copyright holder(s). Refer to the original source for authoritative publication and licensing information.

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