Video: https://www.youtube.com/watch?v=ysPbXH0LpIE

- **Introduction to Prompt Engineering (0:00)**

- Overview of prompt engineering and its importance in communicating with language models

- Explanation of prompt writing as an iterative and empirical process

- Introduction of a real-world-inspired scenario involving image analysis and factual information extraction

- **Setting the Scenario: Swedish Insurance Company (2:00)**

- Explanation of the task: analyzing a car accident report form and a human-drawn sketch

- Initial attempt to use a simple prompt leading to incorrect assumptions by Claude

- **Iterative Improvement of the Prompt (5:00)**

- Discussion on the importance of specifying task context and tone

- Improvements made to the prompt to make Claude understand the task as related to car accidents rather than skiing accidents

- **Structuring and Detailing the Prompt (8:00)**

- Explanation of the importance of providing background details and structured data in prompts

- Use of XML tags and markdown to organize information and improve Claude's comprehension

- **Incorporating Examples and Conversation History (10:00)**

- Importance of including examples and conversation history to improve prompt effectiveness

- Explanation of how examples can guide Claude's understanding and decision-making

- **Finalizing the Prompt with Task Reminders (13:00)**

- Adding reminders to prevent hallucinations and ensure Claude only provides confident answers

- Detailed instructions on how to analyze the form and sketch in a logical order

- **Output Formatting and Pre-filled Responses (15:00)**

- Importance of specifying output format for easy integration with applications or databases

- Use of pre-filled responses for structured output, like JSON or XML

- **Extended Thinking and Wrap-up (18:00)**

- Introduction of Claude's extended thinking feature for deeper reasoning

- Encouragement to analyze Claude's reasoning process for improvements in prompt engineering

- **Conclusion and Further Resources (21:00)**

- Invitation for attendees to ask questions and participate in future sessions

- Mention of additional resources and upcoming demos for further learning on prompting techniques