Update guide links

The guide links given are outdated. This change updates all the guide links linking to the website, and present them in a well-structured manner.

README.md

@@ -25,20 +25,51 @@ Due to high demand, we've partnered with Sphere to deliver a [new course on Prom
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 ## Guides
-Please note that the guides below are now outdated. You can find the most up-to-date guides on our new website [https://www.promptingguide.ai/](https://www.promptingguide.ai/).
-
-- [Prompt Engineering - Introduction](/guides/prompts-intro.md)
-- [Prompt Engineering - Basic Prompting](/guides/prompts-basic-usage.md)
-- [Prompt Engineering - Advanced Prompting](/guides/prompts-advanced-usage.md)
-- [Prompt Engineering - Applications](/guides/prompts-applications.md)
-- [Prompt Engineering - ChatGPT](/guides/prompts-chatgpt.md)
-- [Prompt Engineering - Adversarial Prompting](/guides/prompts-adversarial.md)
-- [Prompt Engineering - Reliability](/guides/prompts-reliability.md)
-- [Prompt Engineering - Miscellaneous Topics](/guides/prompts-miscellaneous.md)
-- [Prompt Engineering - Papers](/pages/papers.en.mdx)
-- [Prompt Engineering - Tools](/pages/tools.en.mdx)
-- [Prompt Engineering - Datasets](/pages/datasets.en.mdx)
-- [Prompt Engineering - Additional Readings](/pages/readings.en.mdx)
+You can also find the most up-to-date guides on our new website [https://www.promptingguide.ai/](https://www.promptingguide.ai/).
+
+- [Prompt Engineering - Introduction](https://www.promptingguide.ai/introduction)
+  - [Prompt Engineering - LLM Settings](https://www.promptingguide.ai/introduction/settings)
+  - [Prompt Engineering - Basics of Prompting](https://www.promptingguide.ai/introduction/basics)
+  - [Prompt Engineering - Prompt Elements](https://www.promptingguide.ai/introduction/elements)
+  - [Prompt Engineering - General Tips for Designing Prompts](https://www.promptingguide.ai/introduction/tips)
+  - [Prompt Engineering - Examples of Prompts](https://www.promptingguide.ai/introduction/exampleshttps://www.promptingguide.ai/introduction/examples)
+- [Prompt Engineering - Techniques](https://www.promptingguide.ai/techniques)
+  - [Prompt Engineering - Zero-Shot Prompting](https://www.promptingguide.ai/techniques/zeroshot)
+  - [Prompt Engineering - Few-Shot Prompting](https://www.promptingguide.ai/techniques/fewshot)
+  - [Prompt Engineering - Chain-of-Thought Prompting](https://www.promptingguide.ai/techniques/cot)
+  - [Prompt Engineering - Self-Consistency](https://www.promptingguide.ai/techniques/consistency)
+  - [Prompt Engineering - Generate Knowledge Prompting](https://www.promptingguide.ai/techniques/knowledge)
+  - [Prompt Engineering - Automatic Prompt Engineer](https://www.promptingguide.ai/techniques/ape)
+  - [Prompt Engineering - Active-Prompt](https://www.promptingguide.ai/techniques/activeprompt)
+  - [Prompt Engineering - Directional Stimulus Prompting](https://www.promptingguide.ai/techniques/dsp)
+  - [Prompt Engineering - ReAct Prompting](https://www.promptingguide.ai/techniques/react)
+  - [Prompt Engineering - Multimodal CoT Prompting](https://www.promptingguide.ai/techniques/multimodalcot)
+  - [Prompt Engineering - Graph Prompting](https://www.promptingguide.ai/techniques/graph)
+- [Prompt Engineering - Applications](https://www.promptingguide.ai/applications)
+  - [Prompt Engineering - Program-Aided Language Models](https://www.promptingguide.ai/applications/pal)
+  - [Prompt Engineering - Generating Data](https://www.promptingguide.ai/applications/generating)
+  - [Prompt Engineering - Generating Code](https://www.promptingguide.ai/applications/coding)
+  - [Prompt Engineering - Graduate Job Classification Case Study](https://www.promptingguide.ai/applications/workplace_casestudy)
+- [Prompt Engineering - Models](https://www.promptingguide.ai/models)
+  - [Prompt Engineering - Flan](https://www.promptingguide.ai/models/flan)
+  - [Prompt Engineering - ChatGPT](https://www.promptingguide.ai/models/chatgpt)
+  - [Prompt Engineering - LLaMA](https://www.promptingguide.ai/models/llama)
+  - [Prompt Engineering - GPT-4](https://www.promptingguide.ai/models/gpt-4)
+  - [Prompt Engineering - Model Collection](https://www.promptingguide.ai/models/collection)
+- [Prompt Engineering - Risks and Misuses](https://www.promptingguide.ai/risks)
+  - [Prompt Engineering - Adversarial Prompting](https://www.promptingguide.ai/risks/adversarial)
+  - [Prompt Engineering - Factuality](https://www.promptingguide.ai/risks/factuality)
+  - [Prompt Engineering - Biases](https://www.promptingguide.ai/risks/biases)
+- [Prompt Engineering - Papers](https://www.promptingguide.ai/papers)
+  - [Prompt Engineering - Overviews](https://www.promptingguide.ai/papers#overviews)
+  - [Prompt Engineering - Approaches](https://www.promptingguide.ai/papers#approaches)
+  - [Prompt Engineering - Applications](https://www.promptingguide.ai/papers#applications)
+  - [Prompt Engineering - Collections](https://www.promptingguide.ai/papers#collections)
+- [Prompt Engineering - Tools](https://www.promptingguide.ai/tools)
+- [Prompt Engineering - Notebooks](https://www.promptingguide.ai/notebooks)
+- [Prompt Engineering - Datasets](https://www.promptingguide.ai/datasets)
+- [Prompt Engineering - Additional Readings](https://www.promptingguide.ai/readings)
+
 
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 ## Lecture