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Senior AI Engineer
ATTIX APAC PTE. LTD. · SG
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Job description
Senior AI Engineer
Role Overview
We’re looking for a Senior AI Engineer who can design, build, and operate the production infrastructure behind our AI-driven financial products. This is not a research or prototyping role—you’ll own the full lifecycle of agentic systems and data pipelines that power real trading decisions, from experiment to deployment to monitoring.
You’ll work at the intersection of backend engineering, data infrastructure, and applied AI, building autonomous agents that execute business workflows, reliable RAG pipelines for financial data, and the cloud infrastructure that keeps it all running in production. If you care about stability, reliability, and shipping systems that actually work at scale, this role is for you.
Key Responsibilities
Agentic Systems & AI Infrastructure
- Design, build, and maintain autonomous AI agents that execute end-to-end business workflows in financial operations
- Develop and optimize RAG pipelines—chunking strategies, embedding models, vector search, and retrieval orchestration—for financial documents and market data
- Build and maintain tool repositories and MCP integrations for internal agentic systems
- Implement AI coding workflows and LLM-powered automation to accelerate internal development velocity
Backend & Data Pipelines
- Build and maintain robust data pipelines for both structured market data and unstructured sources (earnings reports, news, filings, alternative data)
- Design and operate APIs for model serving, data access, and system integrations
- Work with relational databases, distributed data systems, and vector stores to support AI and analytics workloads
- Ensure data quality, lineage, and observability across all pipelines
Cloud Infrastructure & Operations
- Deploy and manage services on AWS (EC2, RDS, OpenSearch, S3, Lambda, and related services)
- Implement monitoring, logging, and alerting for production AI systems
- Own end-to-end operational workflows: experiment deploy monitor iterate
- Design for stability, reliability, and compliance—not chasing experimental architectures
Cross-Functional Collaboration
- Work closely with engineers, product managers, and investment teams to translate requirements into production systems
- Take ownership of projects from conception through deployment and ongoing operations
- Document technical decisions, system architectures, and operational runbooks
Requirements
Required Experience & Skills
- 5 to 8 years of backend engineering experience in Python, with a strong track record of building production systems
- Proven experience building and maintaining data pipelines for both structured and unstructured data
- Solid understanding of relational databases and distributed data systems
- Working knowledge of multi-agent orchestration workflow and RAG
- Hands-on experience with AI coding tools, agentic systems, and autonomous agents that execute business workflows
- Experience deploying and operating services on cloud platforms (AWS preferred: EC2, RDS, OpenSearch, S3, Lambda)
- Comfortable owning end-to-end workflows from experimentation through deployment and monitoring
- Proficiency in API development and system integration
- Strong problem-solving skills with meticulous attention to detail
- Excellent communication skills to work effectively across engineering, product, and investment teams
Strongly Preferred
- Experience in fintech, quantitative finance, or financial services
- Knowledge of options mechanics, equities, or currency markets
- Understanding of financial data sources, market data feeds, and regulatory compliance requirements
- Track record of designing systems for stabil
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