About the role
Must-Have Skills
Python development with strong software engineering fundamentals
Hands-on experience building RAG (Retrieval-Augmented Generation) pipelines Experience developing Agentic AI workflows with state management and tool orchestration Strong expertise in FastAPI for AI microservices Knowledge of Google GECX Experience with Prompt Engineering, Pydantic, JSON schema, and structured extraction Experience with LLM APIs, HTTP clients, testing, debugging, and observability
Key Responsibilities
Design and develop custom RAG pipelines including chunking, embeddings, hybrid search, re-ranking, and retrieval. Build agentic workflows with working memory, state machines, tool execution, and deterministic orchestration. Optimize prompts, context engineering, and token usage for performance and cost efficiency. Develop transparent, debuggable AI microservices using FastAPI and Python. Implement structured data extraction using Pydantic and JSON schemas. Build unit tests, RAG regression tests, and debugging frameworks for AI components. Monitor and optimize AI systems using tracing, logging, and latency/token metrics. Collaborate with cross-functional teams to deliver scalable, enterprise-grade AI solutions.
Experience Required: Python development with hands-on experience in RAG, Agentic AI, FastAPI, and LLM-based application development.
Not the right fit? Search for AI Developer jobs in Brampton, Ontario, Canada
About J&M Group
At J&M Group, we are the strategic partner for businesses ready to redefine their future. We specialize in delivering integrated, intelligent solutions that drive growth, efficiency, and competitive advantage in a rapidly evolving digital world.
Our expertise is built at the intersection of deep industry knowledge and cutting-edge technology. We help clients navigate complexity, not just by solving today's challenges, but by anticipating tomorrow's opportunities.
Our core service pillars include:
Technology & Digital Transformation: We build the robust, scalable technology foundations—including cloud migration, custom software, and data architecture—that power modern enterprises and enable seamless AI integration.
AI & Intelligent Automation: We turn artificial intelligence into your competitive advantage. Our services range from Generative AI and predictive analytics to process automation, designed to unlock new levels of productivity, personalization, and insight.
Strategic Consulting: We serve as an extension of your leadership team, delivering data-driven strategies for operational excellence, market expansion, and sustainable growth, ensuring your business model is future-proof.
Managed Services: We offer reliable, end-to-end management for your critical IT and business operations. Our AI-enhanced services ensure peak performance, security, and cost-efficiency, allowing you to focus on your core business.
Talent & Resourcing: We bridge the critical skills gap by providing expert talent in AI, data science, and digital transformation, helping you build the agile, high-performing teams needed to execute your vision.
Driven by innovation, integrity, and a commitment to partnership, J&M Group is your single source for transforming ambition into achievement.
Ready to build what's next? Connect with us.
Similar Jobs
About the role
Must-Have Skills
Python development with strong software engineering fundamentals
Hands-on experience building RAG (Retrieval-Augmented Generation) pipelines Experience developing Agentic AI workflows with state management and tool orchestration Strong expertise in FastAPI for AI microservices Knowledge of Google GECX Experience with Prompt Engineering, Pydantic, JSON schema, and structured extraction Experience with LLM APIs, HTTP clients, testing, debugging, and observability
Key Responsibilities
Design and develop custom RAG pipelines including chunking, embeddings, hybrid search, re-ranking, and retrieval. Build agentic workflows with working memory, state machines, tool execution, and deterministic orchestration. Optimize prompts, context engineering, and token usage for performance and cost efficiency. Develop transparent, debuggable AI microservices using FastAPI and Python. Implement structured data extraction using Pydantic and JSON schemas. Build unit tests, RAG regression tests, and debugging frameworks for AI components. Monitor and optimize AI systems using tracing, logging, and latency/token metrics. Collaborate with cross-functional teams to deliver scalable, enterprise-grade AI solutions.
Experience Required: Python development with hands-on experience in RAG, Agentic AI, FastAPI, and LLM-based application development.
Not the right fit? Search for AI Developer jobs in Brampton, Ontario, Canada
About J&M Group
At J&M Group, we are the strategic partner for businesses ready to redefine their future. We specialize in delivering integrated, intelligent solutions that drive growth, efficiency, and competitive advantage in a rapidly evolving digital world.
Our expertise is built at the intersection of deep industry knowledge and cutting-edge technology. We help clients navigate complexity, not just by solving today's challenges, but by anticipating tomorrow's opportunities.
Our core service pillars include:
Technology & Digital Transformation: We build the robust, scalable technology foundations—including cloud migration, custom software, and data architecture—that power modern enterprises and enable seamless AI integration.
AI & Intelligent Automation: We turn artificial intelligence into your competitive advantage. Our services range from Generative AI and predictive analytics to process automation, designed to unlock new levels of productivity, personalization, and insight.
Strategic Consulting: We serve as an extension of your leadership team, delivering data-driven strategies for operational excellence, market expansion, and sustainable growth, ensuring your business model is future-proof.
Managed Services: We offer reliable, end-to-end management for your critical IT and business operations. Our AI-enhanced services ensure peak performance, security, and cost-efficiency, allowing you to focus on your core business.
Talent & Resourcing: We bridge the critical skills gap by providing expert talent in AI, data science, and digital transformation, helping you build the agile, high-performing teams needed to execute your vision.
Driven by innovation, integrity, and a commitment to partnership, J&M Group is your single source for transforming ambition into achievement.
Ready to build what's next? Connect with us.