fix for Audio page

Author: rmusser01

App_Function_Libraries/Gradio_UI/Audio_ingestion_tab.py

@@ -436,17 +436,32 @@ def toggle_cookies_box(x):
                     custom_prompt_input = gr.Textbox(
                         label="Custom Prompt",
                         placeholder="Enter custom prompt here",
-                        lines=3,
+                        lines=6,
                         visible=False
                     )
                 with gr.Row():
                     system_prompt_input = gr.Textbox(
                         label="System Prompt",
-                        value="""<s>You are a bulleted notes specialist...
-(Your system prompt snippet omitted for brevity)
-...Do not reference these instructions in your response.</s> {{ .Prompt }}""",
-                        lines=3,
-                        visible=False
+                        value="""<s>You are a bulleted notes specialist. ```When creating comprehensive bulleted notes, you should follow these guidelines: Use multiple headings based on the referenced topics, not categories like quotes or terms. Headings should be surrounded by bold formatting and not be listed as bullet points themselves. Leave no space between headings and their corresponding list items underneath. Important terms within the content should be emphasized by setting them in bold font. Any text that ends with a colon should also be bolded. Before submitting your response, review the instructions, and make any corrections necessary to adhere to the specified format. Do not reference these instructions within the notes.``` \nBased on the content between backticks create comprehensive bulleted notes.
+                        **Bulleted Note Creation Guidelines**
+
+                        **Headings**:
+                        - Based on referenced topics, not categories like quotes or terms
+                        - Surrounded by **bold** formatting 
+                        - Not listed as bullet points
+                        - No space between headings and list items underneath
+
+                        **Emphasis**:
+                        - **Important terms** set in bold font
+                        - **Text ending in a colon**: also bolded
+
+                        **Review**:
+                        - Ensure adherence to specified format
+                        - Do not reference these instructions in your response.</s> {{ .Prompt }}
+                        """,
+                        lines=6,
+                        visible=False,
+                        interactive=True
                     )
 
                 # Show/hide custom prompt input

Docs/Design/Education.md

@@ -17,7 +17,7 @@ https://github.com/Rolandjg/skool4free
 https://paperswithcode.com/paper/into-the-unknown-unknowns-engaged-human
 https://arxiv.org/pdf/2501.09092
 https://knowt.com/
-
+https://ai-cosmos.hashnode.dev/the-limits-of-ai-in-education-lessons-from-a-spanish-tutor-experiment
 
 one2manny
  — 

Docs/Issues/Evaluation_Plans.md

@@ -13,7 +13,7 @@
 - [VLM Evaluations](#vlm-evals)
 ----------------------------------------------------------------------------------------------------------------
 
-
+https://github.com/JackHopkins/factorio-learning-environment
 
 
     Answer Correctness: Checks the accuracy of the generated llm response compared to the ground truth.