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  3. Applied AI Platform Enginee...

Applied AI Platform Engineer, Application Development

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First National Financial logo

Applied AI Platform Engineer, Application Development

First National Financial

Location

Toronto, ON, Canada

Experience

Mid

Posted

Jul 10, 2026

Apply by

July 18, 2026

Applicants

0

Early applicantEasy applyFull-timeWork from Office

Sign in to apply on web or download the app for more options.

Job Description

We are hiring an Applied AI Platform Engineer, Application Development Reporting To: AVP, Application Development Full-Time/Part- Time: Full-time Posting Date: July 8, 2026 Closing Date: July 17, 2026 Hours of Work: 8:30 a.m. – 5:00 p.m. Grade: Office Location: 14.4 Toronto, ON Great location! Steps away from the main public transit station What we offer: Highly competitive compensation package which includes, base salary, bonus, benefits, and career advancement opportunities! *Eligibility for benefits is dependent on the terms of employment The Opportunity: The Applied AI Platform Engineer is accountable for building, integrating, testing, deploying, monitoring, and supporting AI Factory platform capabilities that turn AI concepts and prototypes into reliable production services. This is a hands-on engineering role focused on data pipelines, agent tooling, API integration, model and prompt deployment, evaluation harnesses, observability, CI/CD, infrastructure automation, access controls, cost monitoring, and production support across Databricks, Azure, Python, SQL, and enterprise delivery tooling. How you will contribute: Build and operate applied AI platform components, including Lakeflow ingestion jobs, Delta Lake bronze, silver, and gold tables, Unity Catalog governed schemas, vector indexes, document processing pipelines, agent tools, APIs, evaluation jobs, and deployment automation. Implement AI enabled workflows using Python, SQL, FastAPI, Databricks Jobs or notebooks, MLflow, Model Serving, Vector Search, Azure AI Document Intelligence, Azure OpenAI Service through approved gateway patterns, and agent frameworks such as Mosaic AI SDK, LangGraph, LangChain, or MCP where appropriate. Create and maintain CI/CD pipelines, Terraform modules, automated tests, data quality checks, environment promotion controls, Git based workflows, release packages, and operational runbooks. Implement observability for AI workloads, including MLflow traces, evaluation results, model and prompt versions, latency, quality, drift, token and platform cost, error handling, alerting, dashboards, and Azure Monitor or Log Analytics integration. Implement production controls, including Entra ID, RBAC, Key Vault secrets, private connectivity, logging, audit evidence, PII handling, retention, confidence thresholds, exception routing, feedback capture, rollback support, and kill switch capability. Integrate AI services with core mortgage platforms, SQL Server sources, document repositories, broker communication channels, event backbones such as Azure Service Bus, and user surfaces such as React, Blazor, or other enterprise interfaces. Support UAT, parallel runs, defect triage, performance validation, incident analysis, root cause analysis, and controlled handoff from implementation partners to FN support teams. Refactor vendor delivered or prototype components into modular, testable, documented, supportable services that First National can maintain and extend. The experience you need: Bachelor’s degree in computer science, engineering or a related discipline. 5 plus years of progressive software engineering, data engineering, platform engineering, cloud engineering, machine learning engineering, or LLMOps experience. Strong hands-on experience with Python, SQL, APIs, CI/CD, automated testing, Git based development, cloud services, data platform engineering, and production support. Experience with Microsoft Azure, Databricks or comparable platforms, MLflow or similar tooling, model serving, vector search, prompt management, observability, and infrastructure automation is strongly preferred. Working knowledge of RAG, document intelligence, agentic workflows, prompt testing, evaluation methods, confidence scoring, red teaming, guardrails, human review controls, and model or prompt drift monitoring. Ability to build reliable pipelines, services, jobs, and integrations with attention to performance, cost, resilience, security, privacy, data governance, and operational support. Experience supporting UAT, production releases, incident triage, monitoring, root cause analysis, and runbook based operational handoff. Experience in financial services, mortgage lending, lending operations, servicing, broker channels, third party partnerships, or regulated technology environments is preferred. Relationships: External Customers: Works with implementation partners, cloud providers, data and AI platform providers, and specialist vendors on engineering delivery, integration, monitoring, and handoff. Internal Customers: Partners with the AI Engineering Lead, product teams, engineering teams, data teams, information security, risk and control stakeholders, and business users to turn AI use cases into reliable production capabilities. Working Environment and Physical Demands Analysis: Office environment Periods of high volume with tight timelines Long periods of stationary position/sitting Prolonged periods of repetitive movement (i.e. using a keyboard and mouse) Long periods of time in viewing a computer screen Multi-tasking may include speaking to customers on a telephone call while looking up information on a computer program. Why join First National? Competitive Compensation Comprehensive benefits program (i.e., Health Spending Account, Maternity and Parental Leave Top Up) Extensive training programs to set our employees up for success Modern office environment conducive to collaboration Supportive teamwork culture Opportunities to give back to the communities and work through events focused on a variety of charities Ongoing social events throughout the year The team you’ll join: Founded in 1988, First National is one of Canada’s largest non-bank lenders. We provide residential mortgages exclusively through the mortgage broker channel and we are Canada’s largest commercial mortgage lender. First National has been consistently recognized as a great place to work and we are proud that our employee engagement feedback is higher than our industry partners. We would like to thank all applications for their interest in this existing vacancy, but only candidates selected for an interview will be contacted. Artificial Intelligence is not used in our recruitment or hiring process for this role. First National is proud to be an equal opportunity employer and is committed to diversity and inclusion regardless of race, color, religion, national origin, age, gender identity, physical or mental disability, sexual orientation and any other category protected by law. First National supports requests for accommodation from applicants with disabilities; please contact Human Resources at accessibility@firstnational.ca should you need an accommodation at any point in the recruitment process. #FNLOON

Key Responsibilities

  • Build and operate applied AI platform components including Lakeflow ingestion, Delta Lake tables, and vector indexes.
  • Implement AI-enabled workflows using Python, SQL, FastAPI, and agent frameworks like LangChain or Mosaic AI SDK.
  • Create and maintain CI/CD pipelines, Terraform modules, automated tests, and Git-based workflows.
  • Implement observability for AI workloads including MLflow traces, latency monitoring, and cost tracking.
  • Implement production controls such as Entra ID, RBAC, Key Vault secrets, and PII handling.
  • Integrate AI services with core mortgage platforms, SQL Server sources, and enterprise interfaces.
  • Support UAT, parallel runs, defect triage, and incident analysis.
  • Refactor vendor-delivered or prototype components into modular, testable services.

Requirements

  • Bachelor's degree in computer science
  • engineering or a related discipline

Skills Required

PythonSQLAPIsCI/CDAutomated TestingGitCloud ServicesData Platform EngineeringProduction SupportInfrastructure AutomationTerraformAzureDatabricksFastAPIMLflowModel ServingVector SearchPrompt ManagementObservabilityEntra IDRBACKey VaultAzure Service BusReactBlazorAttention to detailProblem solvingCollaborationCommunicationMicrosoft AzureRAGDocument IntelligenceAgentic WorkflowsPrompt TestingEvaluation MethodsRed TeamingGuardrailsHuman Review ControlsModel Drift MonitoringFinancial ServicesMortgage LendingLending OperationsServicingBroker ChannelsRegulated Technology

Benefits

  • Competitive compensation package
  • Bonus
  • Health Spending Account
  • Maternity and Parental Leave Top Up
  • Extensive training programs
  • Career advancement opportunities
  • Modern office environment
  • Supportive teamwork culture
  • Community involvement opportunities
  • Ongoing social events

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Job Overview

Salary

—

Job Type

Full-time

Experience

Mid

Location

Toronto, ON, Canada

Application Deadline

July 18, 2026

Total Applicants

0

About First National Financial

First National Financial logo

First National Financial is a leading company in the Technology sector, known for innovation and employee-centric culture.

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