Generative and Agentic AI Architect

Generative and Agentic AI Architect

Quebec City, QC (Hybrid) Full-time

Job Summary

Our team conducts research and development (R&D) work to meet the needs of the Department of National Defence (DND) and the Canadian Armed Forces (CAF). The projects focus on innovative digital solutions combining software development, systems integration, modern infrastructure, and generative artificial intelligence.

As part of accelerating our artificial intelligence initiatives, we want to develop a new generation of applications based on Agentic AI. These solutions go beyond traditional conversational assistants by allowing intelligent agents to analyze data, reason, make decisions, orchestrate complex workflows, and interact with multiple enterprise systems autonomously and securely.

We are looking for a Generative and Agentic AI Architect to join our team in Quebec City, specializing in knowledge management. Our multidisciplinary team focuses on data collection, transformation, and enrichment. Our projects involve defining and deploying automated processing pipelines to make data accessible to users. With the support of our data scientists, the team designs, trains, and integrates artificial intelligence models, including Generative AI (GenAI) based on Large Language Models (LLMs), to improve data analysis. Our team also uses AI and machine learning (ML) concepts to increase analysis efficiency.

Essential Functions

The Generative and Agentic AI Architect is responsible for designing and maintaining the architecture of an agentic solution taking into account various constraints, technological choices, and user needs. The person must have the experience and skills necessary to make the choices, recommendations, and pivots required to align the architecture and development roadmap with short- and long-term needs and challenges. This person must have a good knowledge and mastery of the latest technologies in the agentic AI environment including platforms, APIs, databases, and best practices.

They act as a bridge between business stakeholders: business analysts, end users: with UX designers, and technical teams: developers and applied scientists, to transform organizational needs into scalable architectures. This role combines product strategic vision, a deep understanding of business processes, data architecture skills, and expertise in designing complex agentic workflows. This person assesses end-to-end needs and recommends ecosystems composed of multiple agents, tools, integrations, and orchestration mechanisms to optimize operations, user experience, and value creation.

The Generative and Agentic AI Architect will play a key role in the design, development, and production release of intelligent platforms and applications integrating language models (LLM), organizational/business data and knowledge, and associated tools. They will ensure optimal maintenance and evolution of the agent workflows, data, and tools developed by various parties. The person in this position will contribute to strategic projects to improve operational efficiency, decision support, and the automation of complex processes in environments where security, reliability, and traceability are essential. This person must be autonomous, curious, and comfortable in a context where needs evolve rapidly. They will work with architects, developers, and artificial intelligence specialists to transform technical concepts into concrete, demonstrable, and scalable solutions.

This person is part of a multidisciplinary team. A strong team spirit and teamwork skills are mandatory. The ideal candidate is therefore able to demonstrate transversal skills that would facilitate the transfer of work performed to all stakeholders involved. Therefore, good communication skills are required.

Responsibilities of the Generative and Agentic AI Architect:

• Translate business needs into generative and agentic AI architectures aligned with organizational goals.
• Design, maintain, and optimize solutions involving multiple coordinated AI agents, defining their responsibilities, interactions, tools, and collaboration mechanisms.
• Develop intelligent workflow architectures enabling the automation of complex end-to-end processes.
• Establish a plan and timeline (roadmap) to evolve the architecture to meet future needs.
• Define the agent orchestration strategy, including decision, escalation, supervision, and validation mechanisms.
• Evaluate business processes as a whole to optimize value chains rather than solving isolated problems.
• Recommend the most suitable technologies, platforms, and AI models based on functional, technical, and financial needs.
• Participate in defining the product vision and associated roadmaps for generative AI initiatives.
• Identify value creation opportunities through the use of AI, automation, and advanced analytics.
• Design the data architectures necessary for the operation of agentic systems (DB, data flows, Tools, API, MCP).
• Work with development, data engineering, and infrastructure teams to ensure solution implementation.
• Establish performance indicators, success metrics, and monitoring mechanisms for the deployed solutions.
• Ensure the governance of AI agents regarding security, user access policy (RBAC), compliance, data quality, and risk management.
• Produce architecture artifacts, diagrams, process models, and executive recommendations for stakeholders.
• Participate in feasibility assessments, impact analyses, and effort estimations for AI projects.
• Conduct continuous monitoring of innovations in generative artificial intelligence, multi-agent systems, automation, and business intelligence.

Minimum Requirements

• Bachelor's degree in computer science, software engineering, information systems, data science, or a related field.
• Minimum of 5 years of experience in information technology, solutions architecture, analytics, or digital transformation.
• Minimum of 3 years of experience in initiatives involving artificial intelligence, advanced analytics, or automation.
• Demonstrated experience in designing complex solutions involving multiple systems, integrations, and data flows.
• Experience in collecting, analyzing, and formalizing business needs.
• Experience in functional leadership, architecture, or product management roles.
• Experience and knowledge of generative AI, LLM, and agentic AI platforms: open source, enterprise, and/or cloud.
• Ability to design architectures composed of several specialized agents collaborating to achieve business goals.
• Understanding of unstructured data representation and retrieval concepts using hybrid and semantic models.
• Mastery of agent orchestration, planning, reasoning, and execution principles.
• Excellent ability to understand organizational needs and translate them into concrete solutions.
• Aptitude to develop a product vision and define an AI solution evolution strategy.
• Strong popularization capacity with technical and non-technical stakeholders.
• Systemic thinking allowing the evaluation of a solution's impacts on the entire organization.
• Ability to define and measure business and operational performance indicators.
• Excellent oral and written communication skills.
• Ability to influence strategic decisions and lead design workshops.
• Aptitude to work in multidisciplinary teams.
• Strong orientation towards value creation and business results.
• Intellectual curiosity and a marked interest in emerging technologies.
• Pragmatic, able to balance innovation, technical feasibility, and business value.
• Fluency in French and English (spoken and written).

This position requires a good knowledge of English to interact, support, and/or provide services to international clients, employees, and/or partners as well as foreign government authorities who do not speak French.

Desirable Qualifications

• Minimum of 10 years of experience in information technology, solutions architecture, analytics, or digital transformation.
• Minimum of 5 years of experience in initiatives involving artificial intelligence, advanced analytics, or automation.
• Experience in Business Intelligence, analytics, or data valorization is a major asset.
• Knowledge of the maintenance or technical support domain.
• Knowledge of complex naval platform engineering.
• Knowledge of defense, military intelligence, or Canadian Armed Forces contexts.
• Experience in creating or using business ontologies (Graph, RDF) in an enterprise framework.

Physical Requirements

This position may require the employee to set up equipment and conduct field experiments in an outdoor environment.

This position requires direct or indirect access to hardware, software or technical information controlled under the Canadian Export Control List, the Canadian Controlled Goods Program, the Canadian Industrial Security Program, the US International Traffic in Arms Regulations (ITAR) and/or the US Export Administration Regulations (EAR). All applicants must be eligible or able to obtain authorization for such access including eligibility to the Canadian Controlled Goods Program and able to obtain a Canadian NATO Secret clearance.

Thales provides an extensive benefits program for all full-time employees working 24 or more hours per week and their eligible dependents, including the following:

• Company paid Extended Health, Dental, HSA, Life, AD&D, Short-term Disability, travel insurance, Employee Assistance Plan and Well-Being program.
• Retirement Savings Plans (RRSP, DCPP, TFSA) with a company contribution and a match to a DCPP, with no vesting period.
• Company paid holidays, vacation days, and paid sick leave.
• Voluntary Life, AD&D, Critical Illness, Long-Term Disability.
• Employee Discounts on insurance (home, and auto).

Thales is an equal opportunity employer which values diversity and inclusivity in the workplace. Thales is committed to providing accommodations in all parts of the interview process. Applicants selected for an interview who require accommodation are asked to advise accordingly upon the invitation for an interview. We will work with you to meet your needs. All accommodation information provided will be treated as confidential and used only for the purpose of providing an accessible candidate experience.

This position requires direct or indirect access to hardware, software or technical information controlled under the Canadian Export Control List, the Canadian Controlled Goods Program, the Canadian Industrial Security Program, the US International Traffic in Arms Regulations (ITAR) and/or the US Export Administration Regulations (EAR). All applicants must be eligible or able to obtain authorization for such access including eligibility to the Canadian Controlled Goods Program and able to obtain a Canadian NATO Secret clearance.