Applied AIML Lead-Platform AI Acceleration
Role Overview
The Applied AI/ML team within Infrastructure Platforms applies AI/ML to engineering workflows and builds scalable AI hosting platforms and enterprise capabilities.
The Applied ML and Generative AI Lead is a hands-on engineering leader designing, building, and operating production-grade AI services.
The role sets technical direction and engineering standards across workstreams while ensuring enterprise security, stability, and operational rigor.
Key Skills for This Role
Full Job Posting
Role overview
The Applied AI/ML team within Infrastructure Platforms applies AI/ML to engineering workflows and builds scalable AI hosting platforms and enterprise capabilities.
The Applied ML and Generative AI Lead is a hands-on engineering leader designing, building, and operating production-grade AI services.
The role sets technical direction and engineering standards across workstreams while ensuring enterprise security, stability, and operational rigor.
Responsibilities
- Design, develop, and deploy ML, LLM, and generative AI solutions from concept through production, owning reliability and operability.
- Work with product managers, data scientists, ML engineers, and stakeholders to understand requirements and prioritize use cases.
- Build secure, testable services and libraries integrating LLMs, tool use, RAG, and agentic workflows.
- Build end-to-end RAG and Agentic RAG pipelines, including chunking, indexing, retrieval tuning, reranking, and grounding checks.
- Fine-tune generative models for NLP tasks such as summarization and text generation.
- Mentor junior engineers through design reviews, code reviews, pairing, and coaching.
- Monitor solution performance to support reliability and compliance; communicate capabilities and results to technical and non-technical audiences.
- Apply new AI/ML techniques and external APIs; collaborate with Infrastructure Platforms AI teams to promote scalable, resilient, secure AI adoption.
Required qualifications
- Proven delivery of LLM-enabled applications using agentic patterns, including tool use, orchestration, guardrails, and structured outputs.
- Hands-on experience building and reliably operating MCP integrations in production.
- Production software or systems engineering experience delivering services in secure, regulated environments.
- Expert Python engineering, including production-grade design, testing, debugging, and performance tuning.
- Advanced prompt engineering, including system prompts, few-shot prompting, tool or function calling, and schema-constrained outputs such as JSON Schema.
- Understanding of agentic AI system layers, including context management, harness design, and loop engineering.
AI/ML and engineering experience
- Experience building conversational AI with RAG, Agentic RAG, and Graph RAG; proficiency in modern RAG and multi-agent system architectures.
- Experience scaling AI/ML workloads with distributed training or serving frameworks such as Ray and GPU acceleration such as CUDA.
- Familiarity with LLM quality, safety, and reliability evaluation, guardrails, content filtering, and Responsible AI practices.
- Proficiency in secure GenAI engineering, including data sensitivity, secure handling of inputs and outputs, and resilience and security requirements.
- Demonstrated success driving adoption of enterprise-approved AI-assisted coding, review, testing, or troubleshooting tools.
Preferred qualifications
- Financial services industry experience.
- Understanding of FinOps for LLMs.
- Java programming experience is a plus.
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