Claude Certified Architect — Office Hours #5: Prompts That Actually Work

​We want an honest answer - How many vague prompts have you written this week? No judgement. This is the session that fixes all of that.

​Second half of Stage 4 is the prompt engineering domain and it's genuinely the part that changes how you write prompts permanently. We're covering why instructions like "be careful" or "be conservative" are useless and what to write instead, how to build few-shot examples that target exactly the edge cases Claude gets wrong, structured output via tool_use, validation and retry loops, multi-instance review, and batch processing.

​Then we're walking through the Stage 4 capstone - the full ticket extraction pipeline together. It's a meaty one and it's worth doing right.

​Bring your coffee. This is a good one.

​🗓 Topics: Few-shot prompting, structured output, validation and retry, multi-instance review, batch processing, Stage 4 capstone debrief.
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