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diff --git a/bibliography.bib b/bibliography.bib
@@ -3473,6 +3473,23 @@ @online{razeghiImpactPretrainingTerm2022a
   file = {/Users/andrew/Zotero/storage/NHK92KRE/Razeghi et al_2022_Impact of Pretraining Term Frequencies on Few-Shot Reasoning.pdf;/Users/andrew/Zotero/storage/TTCMRAA4/2202.html}
 }
 
+@online{reichNewTheoryArrival2024,
+  title = {Toward a {{New Theory}} of {{Arrival Technologies}}},
+  author = {Reich, Justin and Dukes, Jesse},
+  date = {2024-11-14},
+  eprinttype = {OSF},
+  doi = {10.35542/osf.io/x6vn7},
+  url = {https://osf.io/x6vn7},
+  urldate = {2024-11-21},
+  abstract = {We propose a distinction between adoption technologies and arrival technologies, and we call for the development of a new theory of arrival technologies. Most education technologies are adopted through a process of planning and procurement. By contrast, ChatGPT arrived. It entered schools without evaluation, assessment of risks and benefits, training for educators, or any other adoption steps that historically would have been considered indispensable to effective technology integration. The emergence of ubiquitous, individual mobile technologies owned by secondary and post-secondary students suggests that ChatGPT may be only the first in a parade of arrival technologies in the years ahead. A new theory of arrival technologies, grounded in the experience of students, teachers, and school leaders managing the arrival of ChatGPT, may prove essential to the future of education technology practice, policy, and research.},
+  langid = {american},
+  pubstate = {prepublished},
+  keywords = {AI,ChatGPT,education technology,genAI,theory},
+  annotation = {Read\_Status: New\\
+Read\_Status\_Date: 2024-11-21T21:18:43.344Z},
+  file = {/Users/andrew/Zotero/storage/R8H7C3R5/Reich and Dukes - 2024 - Toward a New Theory of Arrival Technologies.pdf}
+}
+
 @online{reynoldsPromptProgrammingLarge2021,
   title = {Prompt {{Programming}} for {{Large Language Models}}: {{Beyond}} the {{Few-Shot Paradigm}}},
   shorttitle = {Prompt {{Programming}} for {{Large Language Models}}},

diff --git a/docs/index.html b/docs/index.html
diff --git a/docs/notebooks/structured-output.html b/docs/notebooks/structured-output.html
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@@ -2,7 +2,7 @@
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-    <lastmod>2024-11-21T13:50:17.471Z</lastmod>
+    <lastmod>2024-12-05T20:34:38.609Z</lastmod>
   </url>
   <url>
     <loc>https://virtuelleakademie.github.io/promptly-engineered/slides/prompt-engineering-intermediate/index.html</loc>

diff --git a/docs/slides/openai-platform/index.html b/docs/slides/openai-platform/index.html
diff --git a/docs/slides/understanding-llms/index.html b/docs/slides/understanding-llms/index.html
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