Senior Software and AI Engineer  ·  AWS Certified AI Practitioner  ·  Ottawa, ON

Senior Software and AI Engineer · Flexspring  May 2026 – Present  ·  Ottawa, ON
B2B HR integration platform serving 2,500+ client configurations

• AI Assembly Line — Spearheading AI-driven data integration automation across analysis, design, and development pipelines spanning Monitor, Studio, and the agentic AI library
• Data Mapping (AI) — Built an AI-driven field recommendation system: embedding-based reranking, cosine-similarity matching, Redisson caching, and LiteLLM fallback with role-based AI gating
• LLM integration hardening — Productionized platform-wide LLM use (unit tests, SonarQube fixes, secret removal → secure config layer) into a reusable service adopted across Monitor, Studio, and shared libraries
• Transaction Intelligence — Redesigned transaction detail experience with an Integration Review card — XML/URL/JSON parsing, search highlighting, dark mode, responsive layout, defensive raw fallback
• Platform modernisation — Lead zero-regression migrations: Java 8→17, Spring Boot 2→3 across production services; Monitor UI to React 18.3, React Router v7, Vite 7

Layer	Technologies
AI & LLM	LiteLLM LangChain LangGraph RAG MCP Embeddings Spec-Driven Dev Multi-Provider AI Streaming On-Device AI (Gemini Nano)
Backend
Frontend	Chrome Extension MV3
Data	ETL Pipelines
Cloud & Infra
Messaging & API	JMS / ActiveMQ OpenAPI 3 / Swagger RESTful API Design Spring Cloud Gateway

• Microservice Ownership — Sole engineer on File Manager: Quarkus service + multi-region AWS S3 (US/EU) + MongoDB metadata + per-item permissions + SQS event-driven reconciliation + React UI — greenfield to production
• AI Platform Foundation — Architected flexspring-agent-core, the platform's AI agent library: model-agnostic LLM orchestration, Spec-Driven Development, MCP server integration for safe, scalable tool use — adopted across platform
• Full-Stack Delivery — Built Credentials Manager, Monitor Lifecycle, Webhook Templates (spanning 5 services end-to-end), Studio AI Analysis, and Mitigation Dashboard — from Spring Boot APIs through React UIs
• Data Mapping Tooling — Multi-source logic, import/export generators, field audit trails, nested/compound field support with breadcrumb navigation — replacing manual spreadsheet workflows
• Production Incident Resolution — Diagnosed corrupted lifecycle records blocking client integrations; authored idempotent correction scripts across PostgreSQL + MongoDB under live conditions

• MEng Software Engineering (Co-op) · Concordia University, Montreal · 2022–2024
• BSc Electrical & Electronics Engineering · Islamic University of Technology · 2015–2018