Staff Engineer - Machine Learning
Freshworks
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- Why do you want to join Freshworks?
- What is your experience with Microservices? Tell me one thing you learned the hard way.
- How would you explain your model's result to someone who is not technical?
- What would you check first if a model's accuracy dropped after going live?
- When would you not use machine learning for a problem?
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Practise the Staff Engineer - Machine Learning at Freshworks interview free →We are seeking a Machine Learning Staff Engineer to lead the development of core backend services powering our Agentic AI Platform. In this role, you will be the primary technical driver for building reasoning-driven agents, multi-agent orchestration, and outcome-based workflows. You will collaborate with the Principal AI Architect to bridge the gap between high-level design and scalable implementation. You will own the development of high-performance APIs and orchestration runtimes, integrating frameworks like LangChain, LangGraph, and LangSmith. This role is highly hands-on and requires a technical leader who can navigate a fast-paced environment while maintaining high engineering standards. Key Responsibilities Platform Backend Development Lead Implementation: Act as the lead engineer for agent runtime orchestration services, focusing on reasoning, planning, and tool invocation API & SDK Design: Own the development of robust APIs and SDKs that enable internal and external teams to build and deploy agent workflows State & Memory Management: Build and optimize stateful dialog management and memory services for multi-turn, context-aware agents Agent Communication: Implement multi-agent communication (A2A) protocols and shared context systems System Architecture & Execution Microservices Leadership: Execute the transition to cloud-native, event-driven backend services using microservices or service mesh architectures Workflow Design: Build and manage task scheduling and long-running operations using tools like Temporal or Airflow Performance Optimization: Optimize LLM orchestration for performance and cost through caching, batching, and token monitoring Integrations & Data Services Data Pipeline Ownership: Implement and maintain RAG pipelines and integrations with vector databases (e.g., Pinecone, Weaviate, FAISS) Telemetry Integration: Ensure all backend services support LangSmith-based evaluation and comprehensive observability Security & Reliability Tenant Isolation: Implement RBAC, API authentication, and multi-tenant isolation logic Engineering Excellence: Set the standard for automated testing (unit, integration, load) and implement OpenTelemetry for full system visibility Mentorship: Provide technical guidance and code reviews for more junior backend engineers on the team Required Qualifications: 6+ years of backend engineering experience 1-2+ years of hands-on experience in AI/ML platform development Expert Proficiency: Strong programming skills in Java and Python Framework Expertise: Hands-on experience with LangChain, LangGraph, or LangSmith Distributed Systems: Deep understanding of event-driven architectures, microservices, and Kubernetes Cloud & Data: Solid experience with AWS, Terraform, and a mix of relational (PostgreSQL) and Vector databases Orchestration: Practical experience with workflow engines like Temporal or Airflow and messaging systems like Kafka Preferred Qualifications: Experience with AI-driven planning systems or dialog state tracking Background in enterprise security (RBAC, SSO, OAuth2) Experience working in a high-growth SaaS or startup environment Active contributions to open-source backend or AI frameworks Please note this is a hybrid role with onsite expectations of 3x/week (Tues - Thurs) from our San Mateo, CA headquarters. The annual base salary range for this position is $211,000 - $261,000. This role is also eligible for a target bonus. Compensation is based on a variety of factors, including but not limited to location, experience, job-related skills, and level. Freshworks offers multiple options for dental, medical, vision, disability, and life insurance. Equity + ESPP, flexible PTO, flexible spending, commuter benefits, and wellness benefits are also offered. Freshworks also offers adoption and parental leave benefits. At Freshworks, we have fostered an environment that enables everyone to find their true potential, purpose, and passion, welcoming colleagues of all backgrounds, genders, sexual orientations, religions, and ethnicities. We are committed to providing equal opportunity and believe that diversity in the workplace creates a more vibrant, richer environment that boosts the goals of our employees, communities, and business. Fresh vision. Real impact. Come build it with us.
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Listed on smartrecruiters · posted 2026-07-08. ApplySarthi collects openings and links to application pages; the role is advertised by Freshworks, not by us.