Prompting 101 Timestamps & Chapters | Code w/ Claude – Best Practices
[0:00] Introduction to Prompt Engineering Hannah introduces the session on prompting best practices, defining prompt engineering as the practice of writing clear instructions and providing context for language models. [1:15] Real-World Scenario Setup Christian presents the hands-on scenario: a Swedish insurance company analyzing car accident report forms and hand-drawn sketches to determine fault. [2:55] Initial Prompt Attempt and Iteration A simple prompt is tested, resulting in Claude misinterpreting a car accident as a skiing accident, demonstrating the need for iterative prompt engineering. [5:10] Best Practices: Task and Tone Context Hannah and Christian explain the importance of setting clear task context and tone, showing how adding role and confidence instructions improves Claude's output. [7:50] Adding Background Detail and Structure Hannah demonstrates adding detailed form structure and background information to the system prompt, using XML tags for organization, which improves Claude's accuracy. [11:00] Using Examples and Conversation History Christian discusses the power of few-shot examples and conversation history to steer Claude, especially for edge cases, and emphasizes empirical iteration. [13:30] Detailed Task Reminders and Step-by-Step Reasoning Hannah adds a final reminder with step-by-step instructions for Claude to analyze the form before the sketch, reducing hallucinations and improving confidence. [16:40] Output Formatting and Prefilled Responses Christian shows how to structure Claude's output using XML tags and prefilled responses for easy parsing, enabling integration into applications like databases. [19:40] Extended Thinking and Conclusion Christian highlights the use of extended thinking for complex reasoning and analyzing Claude's thought process, then wraps up with thanks and session recommendations.
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