Update project description to reflect the new conversational interface

README.md

@@ -4,7 +4,7 @@ emoji: 🏢
 colorFrom: yellow
 colorTo: green
 sdk: streamlit
-sdk_version: 1.26.0
+sdk_version: 1.32.2
 app_file: app.py
 pinned: false
 license: mit
@@ -16,34 +16,50 @@ We spend a lot of time on creating the slides and organizing our thoughts for an
 With SlideDeck AI, co-create slide decks on any topic with Generative Artificial Intelligence.
 Describe your topic and let SlideDeck AI generate a PowerPoint slide deck for you—it's as simple as that!
 
-SlideDeck AI is powered by [Mistral 7B Instruct](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.1).
+SlideDeck AI is powered by [Mistral 7B Instruct](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2).
 Originally, it was built using the Llama 2 API provided by Clarifai.
 
+Legacy SlideDeck AI allowed one-shot generation of a slide deck based on the inputs. 
+In contrast, SlideDeck AI *Reloaded* enables a conversational interface to create, iterate, and improve your presentation.
+
+
 # Process
 
 SlideDeck AI works in the following way:
 
-1. Given a topic description, it uses Mistral 7B Instruct to generate the outline/contents of the slides. 
+1. Given a topic description, it uses Mistral 7B Instruct to generate the *initial* content of the slides. 
 The output is generated as structured JSON data based on a pre-defined schema.
 2. Subsequently, it uses the `python-pptx` library to generate the slides, 
 based on the JSON data from the previous step. 
-Here, a user can choose from a set of three pre-defined presentation templates.
-3. In addition, it uses Metaphor to fetch Web pages related to the topic.
+A user can choose from a set of three pre-defined presentation templates.
+3. At this stage onward, a user can provide additional instructions to refine the content.
+For example, one can ask to add another slide or modify an existing slide.
+4. Every time SlideDeck AI generates the PowerPoint presentation, a download button is provided.
+Clicking on the button will download the file.
+
+
+# Known Issues
 
-4. ~~Finally, it uses Stable Diffusion 2 to generate an image, based on the title and each slide heading.~~
+- **Incorrect JSON**: Sometimes the JSON generated could be syntactically incorrect. 
+You can try asking SlideDeck AI to regenerate the content and fix the JSON syntax error.
+This, however, is not guaranteed to work. The alternative is to reload the website and try again.
+- **Connection timeout**: Requests sent to the Hugging Face Inference endpoint might time out.
+A maximum of five retries are attempted. If it still does not work, wait for a while and try again.
+- **Cannot paste text in the input box**: If the length of the copied text is greater than the maximum
+number of allowed characters in the textbox, pasting would not work.
 
 
 # Local Development
 
-SlideDeck AI uses [Mistral 7B Instruct](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.1) 
+SlideDeck AI uses [Mistral 7B Instruct](https://huggingface.co/mistralai/Mistral-7B-Instruct-v0.2) 
 via the Hugging Face Inference API.
-To run this project by yourself, you need to provide the `HUGGINGFACEHUB_API_TOKEN` and `METAPHOR_API_KEY` API keys,
+To run this project by yourself, you need to provide the `HUGGINGFACEHUB_API_TOKEN` API key,
 for example, in a `.env` file. Visit the respective websites to obtain the keys.
 
 
 # Live Demo
 
-[SlideDeck AI](https://huggingface.co/spaces/barunsaha/slide-deck-ai)
+[SlideDeck AI](https://huggingface.co/spaces/barunsaha/slide-deck-ai) on Hugging Face Spaces
 
 
 # Award