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diff --git a/02a-Avoiding_Harm-ethical_process.Rmd b/02a-Avoiding_Harm-ethical_process.Rmd
@@ -1,28 +1,8 @@
 
-# (PART\*) Avoiding AI Harm {-}
+
 
 ```{r, include = FALSE}
 ottrpal::set_knitr_image_path()
 ```
 
-# Introduction to Avoiding AI Harm
-
-This content was adapted from our course on [AI for Efficient Programming](https://hutchdatascience.org/AI_for_Efficient_Programming/ethics-of-using-ai.html). If you intend to use AI for writing code, we recommend that you review this content for a deeper dive into ethics specifically for writing code with generative AI. 
-
-The use of artificial intelligence (AI) and in particular, generative AI, has raised a number of ethical concerns. We will highlight several current concerns, however please be aware that this is a dynamic field and the possible implications of this technology is continuing to develop. It is critical that we as a society continue to evaluate and predict what the consequences of the use of AI will be, so that we can mitigate harmful effects.
-
-```{r, fig.align='center', out.width="100%", echo = FALSE, fig.alt= "A cartoon of a robot thinking and text that says 'How can we use AI responsibly'."}
-ottrpal::include_slide("https://docs.google.com/presentation/d/1L6-8DWn028c1o0p9gwXmz90BRcy_PjPqb683nbk1gHQ/edit#slide=id.g263a8b2455e_0_0")
-```
-
-## Learning Objectives
-
-In this chapter we will demonstrate how to:
-
-- Describe key ethical concerns for using AI tools
-- Identify possible mitigation strategies for these major concerns
-- Explain the potential benefits of being transparent about the use of AI tools to write code
-- Discuss why human contributions are still important and necessary 
-- Recognize strategies for using AI tools more responsibly
-- Implement prompts to ask AI tools about responsible use 
-
+# Ethical proces
diff --git a/02b-Avoiding_Harm-concepts.Rmd b/02b-Avoiding_Harm-concepts.Rmd
@@ -7,7 +7,7 @@ ottrpal::set_knitr_image_path()
 
 
 
-## Societal Impact
+# Societal Impact
 
 In this chapter we will discuss the some of the major ethical considerations in terms of possible societal consequences for the use or development of AI tools:
 

diff --git a/02c-Avoiding_Harm-algorithms.Rmd b/02c-Avoiding_Harm-algorithms.Rmd
@@ -7,7 +7,7 @@ ottrpal::set_knitr_image_path()
 
 
 
-## Algorithm considerations
+# Algorithm considerations
 
 In this chapter we will discuss the some of the major ethical considerations for the use or development of AI tools.
 
@@ -59,6 +59,7 @@ This could result in negative consequences, such as for example reliance on a sy
 :::{.query}
 Can you explain how you generated this response?
 :::
+
 ## Misinformation and Faulty Responses
 
 AI tools use data that may contain false or incorrect information and may therefore respond with content that is also false or incorrect. 

diff --git a/02d-Avoiding_Harm-adherence.Rmd b/02d-Avoiding_Harm-adherence.Rmd
@@ -7,7 +7,7 @@ ottrpal::set_knitr_image_path()
 
 
 
-Adherence practices
+#Adherence practices
 
 1) **Start Slow**
 1) **Fair Data Use** - AI model responses are often not transparent about using code, text, images and other data types that may violate copyright.
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Expand Up		@@ -7,7 +7,7 @@ ottrpal::set_knitr_image_path()



		## Societal Impact
		# Societal Impact

		In this chapter we will discuss the some of the major ethical considerations in terms of possible societal consequences for the use or development of AI tools:

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