高级图形分析软件工程师
Senior Software Engineer, Graph Analytics
构建更安全的世界。
TRM Labs 提供人工智能驱动的智能解决方案,帮助公私部门机构调查和打击犯罪。TRM 的平台使调查人员能够追踪非法活动、建立案件并构建威胁网络的操作图景。全球领先的机构和企业依赖 TRM 让世界变得更安全、更可靠。
作为图分析团队的高级软件工程师,您将构建可扩展的图系统,以分析大规模的加密货币交易网络。您将与工程师、数据科学家和调查人员紧密合作,设计关键任务的图算法,以分析资金流动。您将利用分布式数据库和图处理器,在多区块链规模上实现实时图算法。您将与数据科学团队合作,识别将图论工具和技术应用于各种预测学习问题的机会。
您将产生的影响:
- 设计和实现可在多区块链规模上分析大型加密货币交易网络的图算法
- 研究新的原生图技术,评估其对 TRM 数据科学和数据工程团队的益处
- 在一个高度跨职能的团队中工作,与加密货币调查人员合作,确定新图算法和功能的关键用户故事和需求
- 理解并优化 TRM 的风险模型,这些模型分析大型加密货币交易网络,为地址分配风险评分
- 向各种受众传达复杂的实现细节,包括调查人员、客户成功利益相关者、数据工程师和数据科学家
- 与多种数据输入进行集成,从原始区块链数据到复杂的模型输出
我们寻找的人选:
- 您的学术背景是量化领域,如计算机科学、数学、工程或物理
- 您具备算法设计和数据结构的扎实知识,并有将这些知识应用于实际问题的经验
- 您有优化大规模分布式数据处理系统(如 Apache Spark、Apache Hadoop、Dask 和分布式图数据库)的经验
- 您有将学术研究转化为产品的经验,并曾与定期发布新功能的研究团队合作
- 您有扎实的 Python 和 SQL 编程经验
查看英文原文
Build a Safer World.
TRM Labs provides AI-powered intelligence solutions that help public and private sector agencies investigate and disrupt crime. TRM's platforms enable investigators to trace illicit activity, build cases, and construct operating pictures of threat networks. Leading agencies and businesses worldwide rely on TRM to make the world safer and more secure.
As a Senior Software Engineer on the Graph Analytics team, you will build scalable graph systems that analyze large networks of cryptocurrency transactions. You will collaborate closely with engineers, data scientists, and investigators to design mission-critical graph algorithms that analyze flows of funds. You will leverage distributed databases and graph processors to implement real-time graph algorithms at the multi-blockchain scale. You will collaborate with data science teams to identify opportunities to apply tools and techniques from graph theory to a variety of predictive learning problems.
The impact you will have:
- Designing and implementing graph algorithms that analyze large cryptocurrency transaction networks at multi-blockchain scale
- Researching new graph-native technology to evaluate benefit to data science and data engineering teams at TRM
- Working on a highly cross-functional team that collaborates with cryptocurrency investigators to identify key user stories and requirements for new graph algorithms and features
- Understanding and refining TRM’s risk models which analyze large networks of cryptocurrency transactions to assign risk scores to addresses
- Communicating complex implementation details to a variety of audiences from investigators and customer success stakeholders to data engineers and data scientists
- Integrating with a diverse set of data inputs ranging from raw blockchain data to complex model outputs
What we’re looking for:
- Your academic background is in a quantitative field such as Computer Science, Mathematics, Engineering, or Physics.
- You have strong knowledge of algorithm design and data structures, and have experience applying this knowledge towards real-world problems.
- You have experience optimizing large-scale distributed data processing systems such as Apache Spark, Apache Hadoop, Dask, and distributed graph databases.
- You have experience converting academic research into products and have worked with research teams that regularly ship new features.
- You have strong programming experience with Python and SQL.
- You are an excellent communicator who is skilled at tailoring explanations of complex topics to both technical and non-technical audiences.
- You are self-motivated. You propose and validate solutions with minimal guidance. You're comfortable working with ambiguity and shaping your own research direction while being accountable for outcomes.
- You are knowledgeable of basic graph theory concepts.
About the Team:
- Our team is spread out over several countries and time zones. To leverage the opportunities and address challenges that come with this working model, we've built a culture grounded in trust, transparency, and adaptability. Even though we're scattered across different time zones, we stay closely connected through open communication and regular check-ins. Our use of digital tools helps us collaborate seamlessly and work at an impressive pace, delivering results at TRM speed while staying in sync. The diversity of perspectives and expertise within our team sparks creative exchanges and enhances our problem-solving capabilities, allowing us to leverage our global synergy to drive innovation and efficiency.
- We're driven by a deep sense of ownership, constant pursuit of improvement and an obsession with delivering magical experiences to our customers; these are a core part of our culture. We're driven by the desire to continuously hone our craft and to this end, we regularly assess our processes, seek feedback, and embrace iterative development to refine what we do. We structure problems and use the 80/20 rule(for many outcomes, roughly 80% of consequences come from 20% of causes) to identify where to direct our razor-sharp focus. Each of us is passionate about excellence and growth, and we're encouraged to challenge the status quo and experiment with new methods. This mindset creates an environment where innovation is part of our daily routine and every team member is an impact-oriented trailblazer. By celebrating our successes and learning from our setbacks, we stay agile and forward-thinking, always striving to elevate our performance and impact.
Learn about TRM Speed in this position:
- The team received a request from customers to show the running balance for assets tied to an address within the product. They brainstormed to determine the minimal viable solution that could be delivered within two weeks. The team decided to develop a framework that would facilitate enabling this feature for each chain (such as BTC, ETH, etc.) individually. They successfully implemented and tested this solution for the BTC chain and delivered it to customers within the two-week timeframe. This approach allowed the team to quickly provide value to customers and establish a repeatable process.
- The team was tasked with implementing a new feature that would enable TRM to gather feedback from the user community swiftly. Due to the company's goal of showcasing the feature at an upcoming event, the timeline was tight. The team quickly adjusted to the request, assessed the requirements, and developed a solution that addressed 80% of the needs and could be executed within a very short timeframe. They successfully delivered the feature on schedule, impressing customers with both the functionality and the speed of execution.
- The team was tasked with developing a solution to reveal Indirect Exposure through cross-chain swaps in response to a competitor's similar feature. Before choosing the technical approach, the team consulted with stakeholders to establish a feasible timeline for the implementation. With this input, the team devised a solution that fit the timeline, communicated the tradeoffs to stakeholders, and successfully delivered the solution as promised.
The following represents the expected range of compensation for this role:
- Individual pay is determined by skills, qualifications, experience, and location. The compensation details listed in this posting reflect the US base salary only.
- The estimated base salary range for this role is $200,000 - $220,000.
- Additionally, this role may be eligible to participate in TRM’s equity plan.
- Please note – we factor in the different costs for geographies outside the United States.
About TRM's Engineering Levels:
Engineer: Responsible for helping to define project milestones and executing small decisions independently with the appropriate tradeoffs between simplicity, readability, and performance. Provides mentorship to junior engineers, and enhances operational excellence through tech debt reduction and knowledge sharing.
Senior Engineer: Successfully designs and documents system improvements and features for an OKR/project from the ground up. Consistently delivers efficient and reusable systems, optimizes team throughput with appropriate tradeoffs, mentors team members, and enhances cross-team collaboration through documentation and knowledge sharing.
Staff Engineer: Drives scoping and execution of one or more OKRs/projects that impact multiple teams. Partners with stakeholders to set the team vision and technical roadmaps for one or more products. Is a role model and mentor to the entire engineering organization. Ensures system health and quality with operational reviews, testing strategies, and monitoring rigor.
Application Instructions
If you’re interested in joining TRM, we encourage you to apply directly. Every application is reviewed by our Talent team.
Before applying, review the job description carefully and highlight the experience and impact that best demonstrate the required qualifications. Please also provide thoughtful and accurate answers to the application questions, as these will be used to evaluate your qualifications for the role.
If you send your resume directly to someone at TRM, we can’t guarantee it will reach the appropriate hiring team. Applying directly is the best way to ensure you’re considered.
What to Expect From Our Interview Process
Our process is designed to understand how you think, solve problems, and deliver impact, while giving you the opportunity to evaluate TRM. Most interview processes include a case study, AI skills assessment, and Leadership Principles interview.
- Recruiter Intro: Explore your experience, motivations, and alignment with the role.
- Hiring Manager: Dive deeper into your relevant experience, skills, and impact.
- First Round: Typically 1–2 interviews focused on the skills most critical to the role.
- Final Round: Meet some of the people you'd be working with. This is usually a panel-style session where we go deeper on your craft, problem-solving, and alignment with TRM.
- References: We’ll speak with former colleagues who can provide perspective on your work and impact.
- Offer: If it’s a mutual fit, your recruiter will walk you through your offer and answer your questions.
- Welcome to TRM: Once you sign, we’ll get you ready for your first day and onboarding.
Your recruiter will share your specific interview plan and preparation guidance along the way.
Learn more about interviewing at TRM
Life at TRM
We are building a safer world. That promise shows up in how we work every day.
TRM moves quickly. We are a high velocity, high ownership team that expects clarity, follow-through, and impact. People who thrive here are energized by hard problems, experimentation, and continuous feedback. If something takes months elsewhere, it will ship here in days.
Our work sits at the intersection of AI, national security, and fighting crime. The problems are complex, the stakes are real, and the environment evolves quickly. The pace and intensity of the work reflect the importance of the mission. As a result, the way we operate requires a high level of ownership, adaptability, collaboration, and creative problem-solving.
At TRM, you should expect:
- Priorities and targets to change quickly as we experiment and iterate
- Work that often requires operating with a high degree of ambiguity
- A high level of personal ownership and accountability
- Close collaboration across teams and functions
- Frequent, high-touch communication
- Creative problem solving and out-of-the-box thinking
- A pace that rewards urgency, adaptability, and outcomes
This environment is energizing for people who enjoy building, solving hard problems, and making progress in situations that are not always fully defined. It also requires comfort navigating ambiguity, adjusting course as new information emerges, and maintaining focus and positivity in a fast-moving and intense environment.
We also recognize that this style of operating is not for everyone. If you are primarily optimizing for predictability or a consistently balanced workload, we encourage you to use the interview process to pressure test whether this environment is truly the right fit. We want teammates who thrive here, not just survive here.
At the same time, many people find this work deeply rewarding. If you are excited by meaningful problems, motivated by ambitious goals, and energized by working alongside mission-driven colleagues, there is a good chance you will find TRM to be an exceptional place to grow and contribute. Learn more about Interviewing at TRM
AI Fluency at TRM
AI fluency is a baseline expectation at TRM.
We believe AI meaningfully changes how top performers operate. We expect every team member to use AI to accelerate and reimagine their craft, not just automate surface tasks.
At TRM, AI fluency means you are among the top 10 percent of operators in your function in how you apply AI to:
- Accelerate repeatable workflows
- Structure and solve problems
- Improve output quality
- Increase speed and leverage
You will be evaluated on applied AI fluency during the interview process.
Leadership Principles
We hire and grow against three leadership principles. They’re the standards for how we operate, treat each other, and make decisions.
- Impact-Oriented Trailblazer: We put customers first and move with speed, focus, and adaptability. We treat every plan like an experiment – test, ship, measure, and iterate quickly.
- Master Craftsperson: We care deeply about our craft. We balance speed with high standards, own outcomes end‑to‑end, and invest in getting better everyday.
- Inspiring Colleague: We add clarity and energy, not noise. We bring humility, candor, and a one‑team mindset — giving and receiving feedback to make the team stronger.
Join our Mission
At TRM, we care deeply about our craft. We are looking for individuals who want their work to matter, who experiment with speed and rigor, and who take pride in building a safer world for billions of people. If you’re excited by TRM’s mission but don’t check every box, we encourage you to apply — we hire for slope, judgment, and the will to learn fast.
TRM is a Series C company with $220M in total funding, backed by Goldman Sachs, Bessemer, Y Combinator, Thoma Bravo, and others. Headquartered in San Francisco, TRM operates as a distributed-first company with hubs in Los Angeles, San Francisco, New York, Washington D.C., London, and Singapore. Learn more about building tools for defenders.
Privacy Policy and Additional Information
By submitting your application, you agree to allow TRM Labs to process your personal information in accordance with our Privacy Policy.
We collect the information you provide (such as your resume, work history, and contact details) solely for the purpose of evaluating your candidacy for current and future roles at TRM.
Because our hiring cycles for certain positions may span 24 to 36 months, we retain your personal information for up to 36 months from the date of your application. After that period, your data is deleted unless a different retention period is required or permitted by law.
If you are located in the European Economic Area, the United Kingdom, or another jurisdiction with applicable data protection laws, you have the right to access, correct, or request deletion of your personal data at any time before that period ends. To exercise any of these rights, contact us at privacy@trmlabs.com.
To notify TRM Labs that you believe this job posting is non-compliant, please submit a report through this form. No response will be provided to inquiries unrelated to job posting compliance.
The use of AI tools of any kind (including but not limited to notetakers, interview assistants, and real-time coaching tools such as Otter.ai, Fireflies, Fathom, Cluey, or similar) during TRM interviews is not permitted without prior approval from TRM. TRM uses its own internal tools for note-taking to ensure a consistent and confidential experience for all candidates.
We are committed to providing reasonable accommodations to applicants with disabilities, and requests can be made via this form.
Recruitment agencies
TRM Labs does not accept unsolicited agency resumes. Please do not forward resumes to TRM employees. TRM Labs is not responsible for any fees related to unsolicited resumes and will not pay fees to any third-party agency or company without a signed agreement.
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