Mastering Advanced Prompting Techniques with the Guidance Framework

💡 Using the guidance framework allows for specific control over the prompt and output structure.

🔧 Guidance allows the creation of prompts with variable placeholders and the use of conditions.

📝 The guidance framework can be implemented in Visual Studio code with the OpenAI package.

🔍 Using advanced prompting allows for specific and structured outputs, and multiple outputs can be changed together.

🔒 The large language model can be guided to choose predefined answers instead of generating its own, allowing for more control over the output.

⚙️ Advanced logic can be set up, such as conditional workflows based on user responses, to trigger specific responses.

💡 Using a root condition, we can create different responses based on user input.

🔍 Blocks can be used to hide internal logic from the final output of the prompt.

🚀 If conditions are a powerful tool in creating advanced prompts in guidance.

📧 Using a large language model, an advanced prompting technique is demonstrated to generate email responses based on different priorities and messages.

📞 In high-stake situations, the model automatically generates a message with a calendar link to schedule a call with customers.

📈 The guidance framework and a custom function are utilized to generate real-time charts based on natural language queries.

📊 Using natural language prompts, a data analyst can generate chart output with a large language model.

🌍 A large language model can be used to create a population breakdown by continent chart in real time.

🖼️ By utilizing an open API like Pollinations, the language model can generate images based on prompts.

"Guidance" framework is a powerful tool for generating stories and illustrations from a single prompt, but it requires fine-tuning and iteration.

Flow GPT is a prompt library and engineering community that provides a wide range of collections for various domains and can serve as a starting point for creating prompts.

GPT Prompt Engineer is a project that uses GPT to generate and evaluate prompts based on given goals.

Using GPT prompt engineer to generate prompts for writing SEO blog posts.

The prompts generated by GPT are not as good as the ones created manually.

Evaluation framework called Prompts Royal helps compare different prompts and determine the best one.