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Machine Learning Engineer — AI Agent Platform

Virtuos · China · Shanghai, China · Onsite

Weak hiring record · median 64 days open

100100

Hiring signal

Actively hiring

Posted today · still listed on the employer's own board · How we score

All reasons
  • 53% of this employer's openings are over 60 days old

In its favour

  • Posted today
  • Still listed on the employer's own board

Did you apply?

Machine Learning Engineer — AI Agent Platform at Virtuos. We’ll keep it in your applied jobs, so you can see it later and be warned before applying to the same employer twice.

  • Agent platform and orchestration
  • Build and improve agent harnesses, including model and tool execution loops, context management, and structured outputs.
  • Implement multi-step workflows with clear execution boundaries, task state, asynchronous dispatch, and human approval where needed.
  • Enterprise systems and integrations
  • Develop reusable tools and connectors for enterprise APIs, webhooks, and services, with clear input and output contracts.
  • Handle data mapping, user authorization, rate limits, and integration errors; document dependencies with system owners.
  • Full-stack product delivery
  • Design Python backend services, secure REST APIs, and PostgreSQL data models for agent and workflow features.
  • Build responsive web interfaces for task progress, user confirmations, and results using TypeScript and modern frontend frameworks.
  • Security and reliability
  • Protect credentials, preserve user access boundaries across systems, and apply appropriate execution isolation and audit logging.
  • Improve concurrency control, retries, idempotency, cancellation, and recovery; trace failures across model calls, tools, and workers.
  • Quality and collaboration
  • Maintain automated and integration tests, CI/CD, and agent evaluations covering task success, output quality, latency, and cost.

Work with product, design, IT, SRE, and business system owners; contribute code reviews, documentation, and technical guidance.

  • 5+ years of professional software development experience, including delivery of production applications across backend and frontend.
  • Strong Python skills with FastAPI or similar frameworks, asynchronous programming, REST APIs, SQLAlchemy/Pydantic or equivalent tooling, and PostgreSQL data modeling.
  • Hands-on experience with LLM tool calling, agent execution, or workflow orchestration; practical examples explaining design decisions, context and state management, and failure handling.
  • Experience integrating enterprise or third-party systems, including API contracts, data mapping, pagination, rate limits, and retries.
  • Understanding of OAuth 2.0/OIDC, authorization, role-based access control, and secure credential handling in applications.
  • Ability to build reliable asynchronous workflows using task state, concurrency control, idempotency, and recovery from partial failures.
  • Proficiency in TypeScript and Vue or React, including routing, state management, and reusable components. Vue 3 is preferred; willingness to adapt is essential.
  • Experience with automated and integration testing, Git, CI/CD, and Docker; ability to troubleshoot using logs and metrics and evaluate agents against representative tasks.
  • Clear communication with global, cross-functional teams and the ability to explain technical tradeoffs to non-technical stakeholders.

Nice to have

  • Experience extending agent harnesses, SDKs, or orchestration frameworks such as LangGraph, LangChain, or custom implementations.
  • Development of MCP servers, connectors, plugins, or SDKs; integrations with Microsoft Graph, Teams, SharePoint, Jira, ERP, or similar systems.
  • Experience with long-running workflows, human approval, durable task state, recovery, or agent evaluation frameworks.
  • Hands-on cloud deployment and operations experience, preferably AWS; familiarity with caching, queues, NoSQL databases, or vector search.
  • Electron development or plugins for desktop and productivity applications.

Skills

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