EvenUp ยท 4 months ago
Staff Machine Learning Engineer (Systems)
EvenUp is on a mission to close the justice gap using technology and AI, empowering personal injury lawyers and victims to achieve better outcomes. The Staff Machine Learning Engineer will develop and deploy models for the claims-intelligence platform, focusing on machine learning, natural-language processing, and generative AI, while collaborating with various teams to enhance the legal system.
Artificial Intelligence (AI)LegalLegal TechMachine LearningSoftware
Responsibilities
Lead the design and architecture of large-scale ML systems for retrieval-augmented generation (RAG), vector search, and fine-tuning frameworks across multiple product lines
Define and drive technical strategy and best practices for ML system design, including embedding pipelines, evaluation frameworks, and integration with vector databases
Mentor and guide other engineers by reviewing designs, code, and system proposals to elevate the technical bar across the ML engineering org
Partner with product, research, and infra teams to translate ambiguous business and research goals into robust ML system architectures
Drive innovation and prototyping in areas such as semantic search, generative AI evaluation, and fine-tuning techniques, with a focus on production-readiness
Own the frameworks and abstractions that make ML workflows reproducible, scalable, and reusable across the company
Establish standards for system evaluation, including relevance, latency, cost efficiency, and reliability metrics, and ensure they are consistently applied
Act as a bridge between applied ML research and engineering, ensuring that new techniques (LoRA, retrieval optimizations, etc.) are integrated into production frameworks effectively
Influence long-term roadmap and platform direction by identifying gaps in ML tooling, infrastructure, and developer experience
Represent the ML engineering team in cross-org architectural reviews, ensuring alignment with platform, data, and infra strategies
Qualification
Preferred
Experience with vector databases (e.g., Pinecone, Weaviate, FAISS, Milvus, Elasticsearch/OpenSearch)
Familiarity with retrieval frameworks (LangChain, LlamaIndex, custom retrieval pipelines)
Strong software engineering skills (Python, distributed computing, APIs)
Strong knowledge of transformer models (LLMs, embeddings, fine-tuning methods like LoRA, PEFT)
Understanding of evaluation methodologies for generative AI (RAG benchmarks, hallucination reduction, factual grounding)
Benefits
Choice of medical, dental, and vision insurance plans for you and your family
Additional insurance coverage options for life, accident, or critical illness
Flexible paid time off, sick leave, short-term and long-term disability
10 US observed holidays, and Canadian statutory holidays by province
A home office stipend
401(k) for US-based employees and RRSP for Canada-based employees
Paid parental leave
A local in-person meet-up program
Hubs in San Francisco and Toronto
Company
EvenUp
EvenUp is the leading AI platform for personal injury law.
H1B Sponsorship
EvenUp has a track record of offering H1B sponsorships. Please note that this does not
guarantee sponsorship for this specific role. Below presents additional info for your
reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
Represents job field similar to this job
Trends of Total Sponsorships
2025 (13)
2024 (2)
2023 (1)
Funding
Current Stage
Growth StageRecent News
n49p.com
2024-03-05
The Information
2024-01-19
2024-01-19
Company data provided by crunchbase