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Questions updated at Jul 18, 2026, 1:30 PM CDT
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Model choice changes capability, latency, and cost, so it is an architecture decision as well as a prompt-quality concern.
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Because model choice also affects capability, speed, and cost
Model choice changes capability, latency, and cost, so it is an architecture decision as well as a prompt-quality concern.
The assertion that prompt changes disable evaluation and testing reveals a misunderstanding of the iterative development process. Prompt engineering is a key aspect of Claude application development, and changes to prompts should always be accompanied by rigorous testing and evaluation to ensure desired behavior. Disabling evaluation would halt progress, which is not the case. The correct answer, that model choice affects capability, speed, and cost, highlights the architectural impact of the model selection. Likely wrong answer: Because prompt changes disable evaluation and testing Review focus: Choosing a Model
Q: Let's say we're building a new internal tool that uses Claude to summarize customer support tickets. The initial prompt seems simple, but we're seeing inconsistent summary quality and occasional hallucinations. How would you approach deciding whether to switch to a different Claude model, and what factors would you consider beyond just the prompt itself? Strong answer: The first thing I'd do is thoroughly analyze the existing summaries – not just the good ones, but also the problematic ones. I'd look for patterns in the types of errors or inconsistencies. Then, I'd evaluate the capabilities of different Claude models. It's not just about accuracy; speed and cost are also important. A more powerful model might be more accurate, but if it significantly slows down processing or increases costs, it might not be the right choice. We'd need to benchmark different models with a representative sample of tickets and measure both quality and performance. Finally, I'd consider the long-term implications – will the chosen model be suitable as the tool evolves and requirements change?
Caution: Simply saying 'use the most powerful model' without considering cost, speed, or specific requirements. Focusing solely on prompt engineering without evaluating model suitability.
Unexpected model selection can trigger budget overruns or performance bottlenecks. Treating it as architecture ensures these impacts are considered upfront, avoiding costly surprises later.
Plan Mode followed by Run Mode
A protocol connection to an external tool or data source through an MCP server
XML tags to separate the prompt sections
Feeding tool results back into the conversation loop
Project Knowledge Base
Disable bypass permissions mode
To ensure the evaluation accurately measures performance in production tasks
Vision or image input in the request
Claude Sonnet 4.6
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