Title: Senior AI/ML Engineer

Location: Bangalore

Exp: 6+ Years

Job Description:

Agentic AI Architecture & Development

• Design and implement multi-agent systems using:

o Azure AI Agent Service

o Microsoft Agentic Framework

• Define:

o Agent roles, memory, and orchestration patterns

o Tool/skill interfaces using MCP (Model Context Protocol)

• Build reusable Agent Skills (tools) with transparent contracts (JSON Schema).

2. MCP & Protocol-Level Integration

• Implement and manage FastMCP (Python) services.

• Enable communication via:

o SSE (Server-Sent Events) transport

o Structured tool contracts

• Ensure scalable and secure agent-tool interaction layers.

3. LLM Integration & Optimization

• Work with:

o Azure OpenAI

o Azure AI Foundry

• Implement:

o Prompt engineering and versioning

o Multi-model routing strategies

• Optimize for:

o Latency

o Cost (token usage)

o Output quality

4. RAG & Knowledge Systems

• Design advanced RAG pipelines using:

o Azure AI Search (hybrid vector + keyword retrieval)

o Agentic retrieval strategies

• Handle:





o Document ingestion pipelines

o Embedding strategies

o Context window optimization

• Minimize hallucinations and improve answer grounding.

5. Data & System Integration

• Work with distributed data systems:

o Cosmos DB (AI state/storage)

o Azure Blob Storage

o Redis (caching)

o AWS RDS + S3 (existing systems)

• Integrate AI workflows with enterprise APIs and legacy systems.

6. AI Workflow Orchestration

• Build orchestration for:

o Multi-step reasoning workflows

o Long-running agent tasks

• Ensure:

o Fault tolerance

o Retry mechanisms

o State management across workflows

7. Evaluation & AI Quality Engineering (Critical)

• Design evaluation frameworks for:

o LLM outputs

o Agent workflows

• Implement:

o Automated evaluation pipelines

o Golden datasets and scoring systems

• Track:

o Accuracy, relevance, consistency

8. Observability & AIOps

• Implement deep observability using:

o Azure

📌 Senior AI/ML Engineer (Bengaluru)
🏢 NR Consulting
📍 Bengaluru