openai
diff --git a/‎examples/gpt-5/prompt-optimization-cookbook.ipynb
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diff --git a/‎images/image_optimize_landing_2.png
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@@ -15,9 +15,11 @@
    "source": [
     "The GPT-5 Family of models are the smartest models we’ve released to date, representing a step change in the models’ capabilities across the board. GPT-5 is particularly specialized in agentic task performance, coding, and steerability, making it a great fit for everyone from curious users to advanced researchers. \n",
     "\n",
-    "GPT-5 will benefit from all the traditional prompting best practices, and to help you construct the best prompt we are introducing a [Prompting Guide for GPT-5](https://cookbook.openai.com/examples/gpt-5/gpt-5_prompting_guide) explaining how to make the most of its state-of-the-art capabilities. Alongside that, we are introducing a [GPT-5 Specific Prompt Optimizer](https://platform.openai.com/chat/edit?optimize=true) in our Playground to help users get started on **improving existing prompts** and **migrating prompts** for GPT-5 and other OpenAI models.\n",
+    "GPT-5 will benefit from all the traditional [prompting best practices](https://cookbook.openai.com/examples/gpt-5/gpt-5_prompting_guide), but to make optimizations and migrations easier, we are introducing the **[GPT-5  Prompt Optimizer](https://platform.openai.com/chat/edit?optimize=true) in our Playground to help users get started on **improving existing prompts** and **migrating prompts** for GPT-5 and other OpenAI models.**\n",
     "\n",
-    "In this cookbook we will go through how you can get spun up quickly to solve your task with GPT-5. We will share results of measurable improvements on common tasks and walk you through how you can use the Prompt Optimizer to do the same."
+    "![optimize_image](../../images/image_optimize_landing_2.png)\n",
+    "\n",
+    "In this cookbook we will show you how to use the Prompt Optimzer to get spun up quickly to solve your tasks with GPT-5, while demonstrating how prompt optimize can have measurable improvements. "
    ]
   },
   {
Original file line number	Diff line number	Diff line change
`@@ -15,9 +15,11 @@`
`15`	`15`	`"source": [`
`16`	`16`	`"The GPT-5 Family of models are the smartest models we’ve released to date, representing a step change in the models’ capabilities across the board. GPT-5 is particularly specialized in agentic task performance, coding, and steerability, making it a great fit for everyone from curious users to advanced researchers. \n",`
`17`	`17`	`"\n",`
`18`		- "GPT-5 will benefit from all the traditional prompting best practices, and to help you construct the best prompt we are introducing a [Prompting Guide for GPT-5](https://cookbook.openai.com/examples/gpt-5/gpt-5_prompting_guide) explaining how to make the most of its state-of-the-art capabilities. Alongside that, we are introducing a [GPT-5 Specific Prompt Optimizer](https://platform.openai.com/chat/edit?optimize=true) in our Playground to help users get started on improving existing prompts and migrating prompts for GPT-5 and other OpenAI models.\n",
	`18`	`+ "GPT-5 will benefit from all the traditional [prompting best practices](https://cookbook.openai.com/examples/gpt-5/gpt-5_prompting_guide), but to make optimizations and migrations easier, we are introducing the [GPT-5 Prompt Optimizer](https://platform.openai.com/chat/edit?optimize=true) in our Playground to help users get started on improving existing prompts and migrating prompts for GPT-5 and other OpenAI models.\n",`
`19`	`19`	`"\n",`
`20`		`- "In this cookbook we will go through how you can get spun up quickly to solve your task with GPT-5. We will share results of measurable improvements on common tasks and walk you through how you can use the Prompt Optimizer to do the same."`
	`20`	`+ "![optimize_image](../../images/image_optimize_landing_2.png)\n",`
	`21`	`+ "\n",`
	`22`	`+ "In this cookbook we will show you how to use the Prompt Optimzer to get spun up quickly to solve your tasks with GPT-5, while demonstrating how prompt optimize can have measurable improvements. "`
`21`	`23`	`]`
`22`	`24`	`},`
`23`	`25`	`{`