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Requirements found
Training (must) Python (must) Sales (nice) Recruiting
What this posting asks for
Level: Not stated — The posting does not state a level or years of experience.
Main responsibilities
- Design, build, and study reinforcement learning environments, rewards, and training data that improve Claude's capabilities in engineering and the applied sc…
- Create benchmarks and evaluation frameworks that measure model performance on realistic engineering and scientific workflows
- Develop simulation-based training environments and verifiers, working with domain experts to validate them against real-world data
- Develop approaches to long-horizon task completion, multi-agent collaboration, and complex reasoning essential for real engineering and research work
- Research how models can learn efficiently from experiments and real-world feedback
- Study how environments and rewards behave in large-scale training, including robustness, calibration, and generalization, so that training produces models th…
- Scale research ideas from prototype to production training runs
- Collaborate with domain experts and industry partners to build and test what Claude invents, designs, and engineers, and turn that feedback into training and…
- Help chart how Claude’s engineering capabilities reach real-world use: where they matter most, what stands in the way of adoption, and how that should shape …
- Proficiency in Python and hands-on experience with a modern machine learning framework such as PyTorch or JAX
Competencies an interviewer will look for
- Technical skill Core
In the posting: “We're expanding our work on engineering and the applied sciences.” · “In this role, you'll work end to end across the model stack, developing training environments, rewards, data, and evaluations that measure and improve Claude…” · “A background in engineering or the sciences is a plus but not required.”
Show it by: Names the tools, languages or systems used and how; Explains a technical choice and its trade-off. - Problem solving Core
In the posting: “The Discovery team at Anthropic is organized around the north star goal of building an AI scientist – a system capable of solving the long-term reasoning cha…” · “Ability to implement your own research ideas and diagnose problems in complex systems” · “Clear communication and a collaborative approach to solving problems”
Show it by: Describes a real problem, the options considered and the one chosen; Shows how the cause was found, not just the fix. - Communication Core
In the posting: “Clear communication and a collaborative approach to solving problems” · “If you're ever unsure about a communication, don't click any links—visit anthropic.com/careers directly for confirmed position openings.” · “As such, we greatly value communication skills.”
Show it by: Adapts the message to the listener; Gives an example of explaining something clearly in writing or speech. - Teamwork and collaboration Core
In the posting: “You'll collaborate closely with researchers, engineers, and partners across Anthropic and industry to build AI systems that can engage in all phases of resea…” · “Develop approaches to long-horizon task completion, multi-agent collaboration, and complex reasoning essential for real engineering and research work” · “Collaborate with domain experts and industry partners to build and test what Claude invents, designs, and engineers, and turn that feedback into training and…”
Show it by: Says what they did inside a team, not only what 'we' did; Shows how a disagreement was handled. - Data and analysis Core
In the posting: “In this role, you'll work end to end across the model stack, developing training environments, rewards, data, and evaluations that measure and improve Claude…” · “Design, build, and study reinforcement learning environments, rewards, and training data that improve Claude's capabilities in engineering and the applied sc…” · “Develop simulation-based training environments and verifiers, working with domain experts to validate them against real-world data”
Show it by: Uses a number to describe the situation or the result; Explains what the data showed and what was done with it. - Attention to detail and quality Core
In the posting: “Our goal is to contribute to training Claude to invent, design, and engineer across every discipline and scale, reliably and safely: new manufacturing and ex…” · “Your safety matters to us.” · “This research continues many of the directions our team worked on prior to Anthropic, including: GPT-3, Circuit-Based Interpretability, Multimodal Neurons, S…”
Show it by: Gives an example of an error caught before it caused harm; Names the check or standard they used. - Planning and organisation Core
In the posting: “The Discovery team at Anthropic is organized around the north star goal of building an AI scientist – a system capable of solving the long-term reasoning cha…” · “Help chart how Claude’s engineering capabilities reach real-world use: where they matter most, what stands in the way of adoption, and how that should shape …”
Show it by: Shows how priorities were set when everything was urgent; Mentions deadlines met and how. - Stakeholder management Core
In the posting: “You'll collaborate closely with researchers, engineers, and partners across Anthropic and industry to build AI systems that can engage in all phases of resea…” · “Collaborate with domain experts and industry partners to build and test what Claude invents, designs, and engineers, and turn that feedback into training and…”
Show it by: Shows how they aligned people with different goals; Explains how they handled a 'no' from someone senior. - Ownership and accountability Supporting
In the posting: “In this role, you'll work end to end across the model stack, developing training environments, rewards, data, and evaluations that measure and improve Claude…”
Show it by: Takes a task from start to finish without being chased; Owns a mistake and what was changed after it. - Adaptability and learning Supporting
In the posting: “We offer competitive compensation and benefits, optional equity donation matching, generous vacation and parental leave, flexible working hours, and a lovely…”
Show it by: Describes learning something new quickly and using it; Shows a change of plan and how they adjusted.
Read from the posting's own words by fixed rules — no AI service. Nothing you paste is sent anywhere or stored.
Read the interview answer library
Strong sample answers to every practice question below, with why they work and the mistakes that cost points. Nothing to type.
Interview journey 25 questions in groups of 5, a new random order each time, then the HR Perspective analysis; no account needed.
HR Perspective question bank Browse 53 prompts with topic filters, answer criteria and follow-up practice.
Practice questions
- Tell me about yourself. Dedicated step-by-step practice.
- If an interviewer asks something improper How to respond to questions about age, family, origin or health.
- Built from this posting (8):
- Walk me through a piece of work where you used your strongest technical skill. What exactly did you do? From this posting
- Tell me about a difficult problem you solved at work. How did you find the cause? From this posting
- Tell me about a time you had to explain something complex to someone outside your field. From this posting
- Describe a time you worked with another team to deliver something. What was your part? From this posting
- How have you used training in your work? Walk me through one real example. From this posting
- Tell me about a problem you solved using python. From this posting
- Tell me about a task you took from start to finish without anyone asking you to. From this posting
- Describe a time your plans changed suddenly. How did you adjust? From this posting
- Tell me about a sale or agreement you are proud of.
- Describe a time you handled an upset customer or colleague.
- Tell me about a time you had several deadlines at once. How did you decide what to do first?
- Give an example of a mistake you caught before it caused a problem.
- Tell me about a time you taught someone how to do something.
- Describe a time you took the lead without being asked.
- Tell me about a time you had to explain something complicated in simple terms.
- Describe a process you improved.
- Do you have any questions for us?
- Why do you want to work here?
- Why is there a gap in your employment? Difficult question
- Why did you leave your last job? Difficult question
- Why are you changing careers? Difficult question
- What is your greatest weakness? Difficult question
- What are your salary expectations? Difficult question
- You seem overqualified for this role. Why do you want it? Difficult question
- Improper-question practice: How old are you? / Do you have children? / Where are you from originally?
- A customer is angry about a delay you did not cause. What do you do?
- How do you keep track of many open customer requests?
- Tell me about a time you could not give a customer what they wanted.
- You find that the inventory count does not match the system. What do you do?
- Tell me about a time a shipment or delivery went wrong.
- How do you make sure safety rules are followed on a busy shift?
- Two managers ask you to book the same room at the same time. What do you do?
- How have you used spreadsheets in your work?
- Tell me about a time you had to enter or check a lot of data accurately.
- A prospect says your price is too high. How do you respond?
- How do you keep your pipeline organised?
- Tell me about a technical problem you solved on your own.
- You find a bug right before a release. What do you do?
- Walk me through how you would check whether a report's numbers are right.

