Staff Full-Stack Engineer, AI Engineering

At TWG Group Holdings, LLC (“TWG Global”), we drive innovation and business transformation across a range of industries—including financial services, insurance, technology, media, and sports—by leveraging data and AI as core assets. Our AI-first, cloud-native approach delivers real-time intelligence and interactive business applications, empowering informed decision-making for both customers and employees. 

We prioritize responsible data and AI practices, ensuring ethical standards and regulatory compliance. Our decentralized structure enables each business unit to operate autonomously, supported by a central AI Solutions Group, while strategic partnerships with leading data and AI vendors fuel game-changing efforts in marketing, operations, and product development.  

You will collaborate with management to advance our data and analytics transformation, enhance productivity, and enable agile, data-driven decisions. By leveraging relationships with top tech startups and universities, you will help create competitive advantages and drive enterprise innovation. 

At TWG Global, your contributions will support our goal of sustained growth and superior returns, as we deliver rare value and impact across our businesses.   

• →Design, build, and operate agent-based software that executes multi-step tasks with tools, memory, and stateful workflows using LangGraph or equivalent frameworks 
• →Build and maintain evaluation pipelines for LLM and agent quality: offline eval suites, regression tests, tool-call and trajectory scoring, and the dashboards and tooling that make results actionable 
• →Lead development of React frontends with clean component architecture, sensible state management, and real performance work 
• →Design and maintain backend services, REST APIs, and data models in Java (Spring Boot) and Python 
• →Contribute to system design across multi-tenant infrastructure, auth, and async messaging 
• →Support features for our iOS apps, including UI, networking, push notifications, and release management 
• →Drive code quality, testing discipline, and engineering standards 
• →Mentor junior engineers and raise the bar through code review and design feedback 

• 8+ years building production software at scale 
• Hands-on experience building real LLM and agent applications, not demos. You've designed tool interfaces, orchestrated multi-step workflows, handled failure modes in agent loops, and shipped something users depend on 
• Direct experience with agent evaluation: building golden datasets, running offline evals, scoring tool calls and trajectories, and using eval results to drive prompt, model, and architecture changes. Familiarity with frameworks like Braintrust, LangSmith, Inspect, or comparable custom harnesses 
• Strong React, including state management, component design, and performance 
• Strong Java with Spring Boot, plus working proficiency in Python 
• Relational database design (PostgreSQL preferred) 
• Comfort with distributed systems, async messaging, and modern service architecture 
• Cloud infrastructure (AWS, GCP, or Azure) and CI/CD 
• Bachelor's degree in CS, Engineering, or equivalent practical experience 

• Experience with LangGraph specifically, or having built comparable orchestration from scratch
• iOS development with Swift and SwiftUI, including App Store release experience and APNs  
• Multi-provider LLM work (Anthropic, OpenAI, Google, xAI) and MCP servers or clients 
• Redis Streams or similar async messaging at production scale 
• Multi-tenant SaaS with non-trivial RBAC and auth 
• On-device ML on iOS (CoreML, NLContextualEmbedding) or audio pipelines (Whisper, TTS) 
• Prior experience working with Palantir Foundry is a big plus 

This is an onsite position preferred to be located in Santa Monica, CA. Relocation support can be provided to the right candidates.