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AI / Claude Sonnet5 Interview questions

How do you troubleshoot silent cost increases after migrating to Claude Sonnet 5?

Separate the two independent contributors before assuming a single cause: the tokenizer producing more tokens for the same text, and thinking now running by default and consuming additional tokens on requests that previously ran with none at all - both can contribute simultaneously, and conflating them makes the actual cost driver harder to isolate.

Compare token usage on a matched sample of requests, run against both Sonnet 4.6 historically and Sonnet 5 currently, broken down by input tokens, output tokens, and, on Sonnet 5 specifically, the thinking-versus-response split within output tokens, to see which component is actually driving the increase for your specific workload.

If the tokenizer is the dominant factor, the remediation is mainly about re-baselining expectations and budgets rather than changing request configuration, since the underlying content and behavior haven't actually changed, just how it's counted and billed.

If thinking-by-default is the dominant factor, remediation is more actionable: explicitly disable thinking on request types that don't need it, or lower effort on request types where less reasoning depth is an acceptable tradeoff, targeting the specific request categories where the cost increase is concentrated rather than applying either change uniformly across the entire application.

Two independent contributors to silent cost increases are:
If thinking-by-default is the dominant cost driver, the more actionable fix is to:

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What is the difference between Claude Sonnet 5 and Claude Sonnet 4.6? How does Claude Sonnet 5 compare to Claude Opus 5 in capability and cost? Why does Claude Sonnet 5 run with thinking on by default? What is the difference between adaptive thinking and manual extended thinking? Why does Claude Sonnet 5 reject non-default sampling parameters? How does the effort parameter differ between Claude Sonnet 5 and Claude Sonnet 4.6? What is the difference between the xhigh and max effort levels? Why does Claude Sonnet 5's tokenizer change matter for migration? How does Claude Sonnet 5's context window differ from Claude Sonnet 4.6's in practice? When should you disable thinking on Claude Sonnet 5? What is the difference between disabling thinking on Sonnet 5 and on Opus 5? Why does max_tokens now behave differently on Claude Sonnet 5? How does Claude Sonnet 5's prompting guidance differ from Claude Sonnet 4.6's for verbosity? What happens when you set effort to low on a genuinely complex problem? When should you raise effort instead of prompting around shallow reasoning? How does Sonnet 5's agentic capability compare to Sonnet 3.5-3.7? Why is Claude Sonnet 5 described as narrowing the gap with Opus-class models? What is the difference between Claude Sonnet 5's cyber safeguards and its predecessor's? How does Claude Sonnet 5's alignment profile compare to Claude Sonnet 4.6's? When should you choose Claude Sonnet 5 over Claude Opus 5 for a coding task? What is the difference between Claude Sonnet 5's Priority Tier support and Claude Sonnet 4.6's? How does prompt caching behavior change when migrating to Claude Sonnet 5? Why should you re-run token counting before migrating to Claude Sonnet 5? What is the difference between migrating from Sonnet 4.6 versus from Sonnet 4.5 or earlier? How does Claude Sonnet 5 handle assistant message prefilling? When would you choose Claude Sonnet 5's xhigh effort over Claude Opus 5 entirely? What is the difference between Claude Sonnet 5's response-length calibration and a fixed verbosity default? How does Claude Sonnet 5's tool-use behavior differ from Claude Sonnet 4.6's? Why doesn't lowering effort guarantee that Claude Sonnet 5 skips thinking? What is the difference between Sonnet 5 and Opus 5 on long-horizon coding? Explain the execution flow of a Claude Sonnet 5 request that omits the thinking field? How can you optimize Claude Sonnet 5 costs given the new tokenizer? How do you troubleshoot a new HTTP 400 error after migrating to Sonnet 5? Explain the internal difference between Claude Sonnet 5's effort parameter and its adaptive thinking mechanism? Which is better for a high-volume coding pipeline: Sonnet 5 or Opus 5? How do you troubleshoot a Claude Sonnet 5 response truncated at max_tokens after migration? Explain the lifecycle of a migration from Claude Sonnet 4.6 to Claude Sonnet 5? How can you optimize Claude Sonnet 5's effort setting across a fleet of subagents? How do you troubleshoot degraded reasoning quality on Claude Sonnet 5 at low effort? Explain the execution flow of Claude Sonnet 5's cyber safeguards during a request? Which is more cost-efficient on simple tasks: Sonnet 5 max or Opus 5 low effort? How can you optimize prompts migrating from Sonnet 4.6 to Sonnet 5? Explain the internal working of Claude Sonnet 5's new tokenizer relative to Claude Sonnet 4.6's? How do you troubleshoot silent cost increases after migrating to Claude Sonnet 5? Explain the execution flow of a Sonnet 5 to Opus 5 escalation pipeline? How can you optimize Claude Sonnet 5's context window usage given the tokenizer change? Which is better for agentic multi-file refactoring: Sonnet 5 or Opus 5? How do you troubleshoot manual extended thinking left over from Sonnet 4.6? Explain the lifecycle of test-time compute scaling on Sonnet 5's effort levels? How can you optimize a rollout plan from Sonnet 4.6 to Sonnet 5?
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