AI & Technical question
You are designing a developer-facing product powered by a frontier code model. How would you decide which safety controls to enforce at launch, such as blocking insecure patterns, adding verification steps, limiting autonomous actions, or gating risky workflows, without destroying iteration speed or user value?
- Anthropic
- AI & Technical
- Hard
Practice this question out loud. An AI interviewer asks it, follows up like a real interviewer would, and scores your answer. Type or speak.
Start a mock interview on this question · Mock interview from a job description
The answer guide for this question is on its way. You can still practice it now.
More ai & technical questions
- How would you reduce over-cautious refusals without compromising safety?Anthropic · AI & Technical · Hard
- How would you design an evaluation framework to know whether a new Claude model is genuinely better at coding?Anthropic · AI & Technical · Hard
- Offline evals show strong SWE-bench-style gains, but internal dogfooders say the model feels worse on real debugging workflows. Design a launch-gating framework for Claude Code that combines benchmark evals, agentic task suites, transcript review, and limited-rollout criteria. What would you measure, how would you weight conflicting signals, and what thresholds would block launch?Anthropic · AI & Technical · Hard
- Researchers deliver a model that is materially better at code generation in lab evals, but developer success rates inside Claude Code do not improve. How would you diagnose whether the gap comes from prompting, tool use, context management, latency or reliability, or the eval itself, and what changes would you make to convert model gains into user-visible outcomes?Anthropic · AI & Technical · Hard
- Across many agentic coding tasks, Claude Code shows a recurring failure mode like looping, weak planning, or bad tool selection. How would you isolate whether the issue is in the base model, prompting, tool interfaces, or task decomposition, and what reusable infrastructure would you build to catch and prevent this class of regressions?Anthropic · AI & Technical · Hard
- Researchers say Claude Science is useful for workflows like protein structure analysis and chemistry research, but not consistently trustworthy. How would you define target model behaviors, build workflow-grounded evals with research and engineering, surface the highest-risk failure modes, and set a clear launch-readiness bar for broader rollout?Anthropic · AI & Technical · Hard
More questions from Anthropic
Learn the skill behind it
Chapters of the AI PM course that teach what this question tests.
- Chapter 1: Foundations: the model and the decisions it forces on you
- Chapter 8: Evals: define good and make the number defensible
- Chapter 6: Agents and agentic architecture