Morgan Stanley

Applied AI Engineering Specialist (Hybrid)

Morgan Stanley$100K — $130K *
Information Technology
5 - 7 years of experience
Job Overview by Ladders

Qualifications

  • 1 year experience building and operating GenAI systems in production
  • 6+ years in full-stack or platform engineering, especially with Python
  • Proven LLM-based system design and operation experience
  • Expertise in LLMOps practices and evaluation frameworks
  • Experience with AI-first document ingestion and extraction pipelines
  • Familiarity with coding agents like Claude code, Codex, and CoPilot
  • Advanced skills in retrieval systems and evaluation metrics

Responsibilities

  • Design and evolve reusable GenAI workflow primitives and services
  • Develop AI-powered assistants for core applications
  • Define and guide GenAI architecture decisions
  • Establish LLMOps practices for evaluation and testing
  • Implement controls for data security and PII handling
  • Drive adoption of GenAI capabilities across systems
  • Partner with teams to enhance institutional workflows

Benefits

  • Hybrid work environment with remote and office attendance
  • Opportunity for internal mobility within the firm
  • Work in a cutting-edge technology environment with a focus on innovation
  • Recognition as a leading employer in the Montreal area
  • Support for building essential technology capabilities in the financial sector
Full Job Description

We’re seeking someone to join our team as an Applied AI Engineering Specialist in FICFX to design and scale enterprise-grade GenAI platforms and intelligent workflows that enhance core Institutional Securities applications and business processes.

In the Technology division, we leverage innovation to build the connections and capabilities that power our Firm, enabling our clients and colleagues to redefine markets and shape the future of our communities. This is a Lead Software Engineering position at Vice President level, which is part of the job family responsible for the design, development, delivery and maintenance of software solutions, including application development, systems integration, and platform engineering to support business objectives.

What you’ll do in the role:

  • Design and evolve reusable GenAI workflow primitives and services used across Institutional Securities workflows
  • Develop AI-powered assistants embedded into core Institutional Securities applications, leveraging agentic and tool-driven workflows
  • Define and guide GenAI architecture decisions, including model selection, orchestration patterns, and evaluation strategies
  • Establish and evolve LLMOps practices, including evaluation harnesses, prompt/version management, monitoring, and regression testing
  • Design and implement controls for entitlements, data security, and PII handling, including usage of open-source models in regulated environments
  • Partner with business and platform teams to drive adoption of shared GenAI capabilities across systems and workflows

What you’ll bring to the role:

  • At least 1 year of hands-on experience building and operating GenAI systems in production
  • At least 6+ years of full-stack or platform engineering experience, with strong proficiency in Python
  • Proven experience designing and operating LLM-based systems using patterns such as RAG, tool/function calling, agentic workflows, and structured outputs
  • Strong expertise in LLMOps, including evaluation frameworks, prompt/version management, regression testing, observability, and production reliability
  • Experience building AI-first document ingestion and extraction pipelines with measurable quality and accuracy
  • Experience with coding agents (Claude code, Codex, AMP, CoPilot)
  • Advanced experience in retrieval systems, including multi-stage pipelines, vector search, re-ranking, metadata filtering, and evaluation metrics (e.g., recall/precision tradeoffs, MRR, NDCG)
  • Practical experience debugging and stabilizing systems through real-world failure scenarios, including model regressions, prompt drift, retrieval degradation, and data quality issues

At Morgan Stanley Montreal, we support the Firm’s global businesses and infrastructure with cutting edge technology and innovation. The multi-faceted and highly technical Montreal team plays a critical role in building and maintaining our leading technology platform, including electronic trading, algorithm trading, cloud engineering, infrastructure, cybersecurity and AI/ML. Morgan Stanley has been rooted in the Montreal community since 2008 and is considered a leading employer among the area’s highly skilled technology talent. There’s ample opportunity to move across the businesses for those who show passion and grit in their work.


All our positions are located in Montreal, Quebec. We offer a hybrid work environment, combining remote work and attendance in the office.


Knowledge of French and English is required.

About Morgan Stanley

Morgan Stanley Investment Management are active managers of capital, working to outperform the market and deliver results for their clients. Morgan Stanley Investment Management's long-tenured professionals apply their experience and expertise across public and private markets, in single-sector, multi-asset and custom solutions.

Morgan Stanley Careers

Joining Morgan Stanley today means becoming part of a global team dedicated to strengthening communities, pioneering innovation, and fostering diversity. As a leading global financial services firm, Morgan Stanley offers unparalleled job opportunities, career growth, and a culture of leadership that together create an exceptional employment experience. Work You’ll Do At Morgan Stanley, you will collaborate with knowledgeable professionals to drive innovation and deliver solutions in financial services. Our team is composed of diverse, talented individuals who bring their unique skills and perspectives to work every day, setting the standard for leadership in the global market. Morgan Stanley is not just a company; it's a place where ambitious, creative, and skilled individuals can build a rewarding career. Here, you can experience the benefits of a vibrant culture dedicated to professional growth and diversity training. Internship Programs Kickstart your career with Morgan Stanley’s internship programs. These positions offer invaluable industry insights and professional experience to students and recent graduates. Interns at Morgan Stanley gain hands-on experience, working alongside seasoned experts in a dynamic, supportive environment. Innovation and Professional Growth We believe in the power of innovation to solve complex problems and encourage our team to think differently and act boldly. Morgan Stanley supports your career development through comprehensive training, development programs, and leadership workshops, ensuring that every employee has the tools they need to succeed. Join Our Team Explore the various job opportunities at Morgan Stanley, from entry-level positions to executive roles. We are hiring individuals who are passionate about finance and eager to contribute to a team that values integrity, excellence, and a forward-thinking mindset. Enhance your skills through our networking events, mentorship opportunities, and ongoing professional development. Stay Connected Keep up to date with the latest from Morgan Stanley Careers by subscribing to our job alert emails. Tailor your preferences to receive updates about new postings, career tips, and exclusive insights from our team leaders. Apply Now Ready to take the next step in your career? Search open positions that match your skills and interests on the Morgan Stanley Jobs portal. Prepare your resume, refine your interview techniques, and join a company that values innovation and leadership. At Morgan Stanley, we’re not just building careers—we’re developing leaders. Discover how far your talents can take you by joining our team today.
Learn more about Morgan Stanley
Size
77,000 employees
Market Cap
$144.1 billion
Industry
Net Income
$10.9 billion
Founded
1935
5 Year Trend
+10%
Revenue
$52 billion
NASDAQ

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