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Senior AI Engineer – Agentic AI, LLM & Knowledge Graphs

  • Source: LinkedIn
  • Astra-North Infoteck Inc. ~ Conquering today’s challenges, achieving tomorrow’s vision!
  • On-site
  • Toronto
  • Full-Time
  • Senior

Job Description

Senior AI Engineer – Agentic AI, LLM & Knowledge Graphs

Position Summary

We are seeking an experienced Senior AI Engineer to design, build, and operate production-grade AI systems that enable end-to-end customer experiences, increase straight-through processing, and optimize technology capabilities. The ideal candidate will have hands-on experience delivering LLM and Generative AI solutions beyond the prototype stage , with strong software engineering and production operations expertise.

Required Skills & Experience

  • 6–10 years of production software engineering experience, including hands-on delivery of AI/LLM systems .
  • Strong Java/JVM engineering experience; Kotlin or Scala preferred.
  • Strong software engineering practices including Git, code reviews, automated testing, structured logging, and clean design principles .
  • Hands-on experience with GenAI patterns including prompt engineering, structured/JSON outputs, tool/function calling, RAG, and agentic workflows .
  • Experience with Neo4j/Cypher and/or MongoDB Atlas .
  • Experience with vector search and embeddings for semantic retrieval.
  • Strong expertise in Agentic AI, Knowledge Graphs, GraphRAG, AI-enabled document generation, cloud infrastructure, CI/CD, and observability .
  • Experience with MCP (Model Context Protocol) and/or A2A (Agent-to-Agent) interfaces is highly desirable.

Key Responsibilities

  • Design and build long-running, multi-stage agentic workflows that can pause, resume, and recover reliably.
  • Orchestrate LLMs and tools for retrieval, calculations, rules, and structured extraction.
  • Engineer prompts and structured-output contracts to produce validated, machine-readable results.
  • Build event-sourced workflows using frameworks such as Akka SDK , with persistent state, decisions, and evidence.
  • Design and maintain knowledge graphs containing entities, relationships, and source provenance.
  • Develop ingestion and extraction pipelines that transform source documents into validated, queryable graph structures.
  • Implement GraphRAG, vector retrieval, and embeddings to provide grounded AI responses.
  • Develop MCP tool servers and A2A interfaces and integrate with MCP-compatible clients and platforms such as Microsoft Copilot Studio.
  • Establish grounding, evaluation, and safety standards, including anti-hallucination controls, regression testing, edge-case testing, and human-in-the-loop reviews .
  • Implement guardrails for prompt injection, data minimization, and safe AI output generation .
  • Own the complete lifecycle from development through production deployment and operations .
  • Build and maintain CI/CD pipelines, environment configurations, secrets management, and access controls .
  • Work with enterprise AI services including managed model endpoints, search/retrieval services, document storage, OCR/document intelligence, and graph databases .
  • Implement logging, metrics, tracing, monitoring, and alerting for production AI systems.
  • Collaborate with engineering, business, and technology stakeholders to deliver secure, explainable, reliable, and business-ready AI solutions.

Skills

  • Java
  • Kotlin
  • Scala
  • JSON
  • neo4j
  • MongoDB
  • mongodb-atlas
  • graphrag
  • akka
  • microsoft-graph
  • guardrails
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