Everything about Reflection AI

🧭 Start here: a 6-step reading path

1. Read the overview: Reflection AIA 5-minute orientation
2. Skim a recent paper: Assessment of AI ethical reflection: the development and validation of the AI ethical reflection scale (AIERS) for university studentsInfluential work since 2022
3. Pick up a classic book: Jane EyreThe most-reprinted book on the subject
4. Read the landmark paper: Upper Echelons: The Organization as a Reflection of Its Top ManagersCited 43,669 times
5. Go sideways: Poolside AIA closely related topic
6. Go sideways: Hugging FaceA closely related topic

🏆 Landmark papers (most cited)

• Upper Echelons: The Organization as a Reflection of Its Top Managers

  Donald C. Hambrick, Phyllis A. Mason · 1984 · The Academy of Management Review · 43,669 citations

• Light Propagation with Phase Discontinuities: Generalized Laws of Reflection and Refraction

  Nanfang Yu, Patrice Genevet, Mikhail A. Kats · 2011 · Science · 10,061 citations

• X-Ray Interactions: Photoabsorption, Scattering, Transmission, and Reflection at E = 50-30,000 eV, Z = 1-92

  B.L. Henke, E.M. Gullikson, J.C. Davis · 1993 · Atomic Data and Nuclear Data Tables · 5,681 citations

• Digital transformation: A multidisciplinary reflection and research agenda

  Peter C. Verhoef, Thijs Broekhuizen, Yakov Bart · 2021 · Journal of Business Research · 5,211 citations

• Surface Studies of Solids by Total Reflection of X-Rays

  L. G. Parratt · 1954 · Physical Review · 4,967 citations

• Identification of Endogenous Social Effects: The Reflection Problem

  Charles F. Manski · 1993 · The Review of Economic Studies · 4,786 citations

• Cognitive Reflection and Decision Making

  Shane Frederick · 2005 · Journal of Economic Perspectives · 4,027 citations

• Inversion of seismic reflection data in the acoustic approximation

  Albert Tarantola · 1984 · Geophysics · 3,490 citations

🆕 Influential since 2022

• Assessment of AI ethical reflection: the development and validation of the AI ethical reflection scale (AIERS) for university students

  Ziying Wang, Ching-Sing Chai, Jiajing Li · 2025 · International Journal of Educational Technology in Higher Education · 60 citations

• An AI toolkit to support teacher reflection

  Tanner M. Phillips, Asmalina Saleh, Gamze Ozogul · 2023 · International Journal of Artificial Intelligence in Education · 26 citations

• Generative AI, communication, and stereotypes: Learning critical AI literacy through experience, analysis, and reflection

  Yifeng Hu · 2024 · Communication Teacher · 20 citations

• AI-Based Financial Advice: An Ethical Discourse on AI-Based Financial Advice and Ethical Reflection Framework

  Lisa Brüggen, Robert Gianni, Floris de Haan · 2025 · Journal of Public Policy & Marketing · 20 citations

• Exploring AI Amid the Hype: A Critical Reflection Around the Applications and Implications of AI in Journalism

  Paschalia (Lia) Spyridou, Maria Ioannou · 2025 · Societies · 14 citations

📚 Books worth reading

• Jane EyreCharlotte Brontë · 1847
• The reflective spinJohn Van Maanen · 1999
• Common Sense, the Turing Test, and the Quest for Real AIHector J. Levesque · 2017
• 📕Æsop naturaliz'dAesop · 1711
• The meditations of Marcus AureliusMarcus Aurelius · 1887
• 📕ReflectionsMartin Esslin · 1969
• AI in LearningHannele Niemi, Roy D. Pea · 2022
• Agent-Oriented Software EngineeringOnn Shehory, Arnon Sturm · 2014

Ranked by number of editions on Open Library, a rough measure of how lasting a book is.

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