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docs: fix typos across example notebooks#2669

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jluocsa:fix/typos-in-example-notebooks
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docs: fix typos across example notebooks#2669
jluocsa wants to merge 1 commit into
openai:mainfrom
jluocsa:fix/typos-in-example-notebooks

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@jluocsa jluocsa commented May 7, 2026

Summary

Fix small spelling and grammar typos in markdown cells, code comments, and one tool description string across eight example notebooks.

Affected files (one word per file)

File Fix
examples/Named_Entity_Recognition_to_enrich_text.ipynb OpeanAIOpenAI (markdown)
examples/agents_sdk/app_assistant_voice_agents.ipynb funtionalityfunctionality (markdown)
examples/object_oriented_agentic_approach/Secure_code_interpreter_tool_for_LLM_agents.ipynb RecieveReceive (markdown)
examples/Question_answering_using_embeddings.ipynb occuredoccurred (markdown)
examples/Leveraging_model_distillation_to_fine-tune_a_model.ipynb occurencesoccurrences (markdown)
examples/evaluation/Evaluate_RAG_with_LlamaIndex.ipynb seperatelyseparately (markdown)
examples/multimodal/Vision_Fine_tuning_on_GPT4o_for_Visual_Question_Answering.ipynb seperateseparate (Python comment)
examples/chatgpt/gpt_actions_library/gpt_action_googleads_adzviser.ipynb They needs to be calculated seperatelyThey need to be calculated separately (tool description string; also fixes subject-verb agreement)

Motivation

AGENTS.md lists "typos, broken links, and inconsistent formatting" as priority-0 review items. These are small but visible issues in published cookbook pages.

Checklist

  • No code or output cells changed
  • All eight notebooks remain valid JSON
  • python .github/scripts/check_notebooks.py passes locally for all changed notebooks
  • No registry.yaml or authors.yaml changes needed
  • Self-review complete

Fix small spelling and grammar typos in markdown cells, code comments,
and one tool description string across eight example notebooks.

Affected files (one word per file):
- Named_Entity_Recognition_to_enrich_text.ipynb (OpeanAI)
- agents_sdk/app_assistant_voice_agents.ipynb (funtionality)
- object_oriented_agentic_approach/Secure_code_interpreter_tool_for_LLM_agents.ipynb (Recieve)
- Question_answering_using_embeddings.ipynb (occured)
- Leveraging_model_distillation_to_fine-tune_a_model.ipynb (occurences)
- evaluation/Evaluate_RAG_with_LlamaIndex.ipynb (seperately)
- multimodal/Vision_Fine_tuning_on_GPT4o_for_Visual_Question_Answering.ipynb (seperate, in a Python comment)
- chatgpt/gpt_actions_library/gpt_action_googleads_adzviser.ipynb (seperately and a subject-verb agreement fix in a tool description string)

No code or output cells changed; all eight notebooks remain valid JSON
and pass .github/scripts/check_notebooks.py.
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