Roles and Responsibilities :
- Conduct stakeholder discovery and translate business goals into AI use cases,
requirements, and acceptance criteria.
- Define data requirements: sources, access, quality, governance and retention.
- Design GenAI/ML approaches (RAG, fine-tuning, agent workflows) with clear
- assumptions and tradeoffs.
- Create evaluation criteria and validation plans (offline tests, human review, regression).
- Break down AI RFP/RFI requirements into scope, risks, dependencies, and level-of-
effort estimates.
- Write proposal-ready technical narratives: architecture, methodology, implementation
plan, and MLOps/LLMOps.
Build rapid demos/POCs to validate feasibility (retrieval, tool/function calling,
integrations).
- Develop and orchestrate agents in Microsoft Copilot Studio (connectors, actions,
- governance).
- Implement and deploy solutions on AWS/Azure; leverage SageMaker and cloud-native
services for scalable inference.
- Collaborate with SMEs and delivery teams to create reusable assets (templates,
prompts/modules) and smooth handoffs.Design, develop, test,



deploy and maintain large language models using Python and various AI frameworks.
- Collaborate with cross-functional teams to integrate machine learning algorithms into existing systems on AWS Cloud or Azure Cloud platforms.
- Develop automated testing scripts using CI/CD pipelines to ensure high-quality software releases.
- Troubleshoot issues related to model performance, data quality, and system reliability.

Skills (Required + Positive to have) :
- Strong Python development; experience building APIs/services (e.g., FastAPI/Flask)
and integrating enterprise systems.
- GenAI systems: RAG pipelines, prompt/tool routing, grounding/guardrails, and
evaluation frameworks.
- Cloud: AWS (S3, IAM, CloudWatch) with SageMaker for training/inference and
deployment patterns.
- Good to have: Azure ecosystem familiarity (data/AI services) and hybrid cloud
architectures.
- Good to have: ETL concepts and tools; f

📌 AI Engineer (India)
🏢 Learningmate Solutions
📍 India