ahad.

Agentic AI Engineer

I design production-grade RAG pipelines, agentic workflows, and high-throughput LLM backends — retrieval systems that actually work at scale. Currently engineering these systems at Capgemini, building with Python, FastAPI, and Azure AI.

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Experience

Capgemini

Dec 2024 – Present

India

Agentic AI Engineer

  • ▸Design and deploy agentic AI workflows using AG2, enabling orchestration and execution agents
  • ▸Built multi-role AI chatbot framework with coaching, reasoning, and task execution agents
  • ▸Implement tool-calling patterns for autonomous database querying and API orchestration
  • ▸Build data ingestion pipelines: PDF/DOCX parsing, table extraction, chunking with overlap
  • ▸Develop backend services using FastAPI with async patterns, REST APIs, and microservices
  • ▸Implement RAG via Azure AI Search and Azure Blob Storage for enterprise use cases
  • ▸Design database connectivity layers enabling agents to query SQL databases via natural language
  • ▸Apply vector search and embeddings for semantic retrieval and context grounding

Currently Exploring

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On-Prem LLM Deployments

Running inference on bare metal with Ollama and open-source models for air-gapped environments

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Multi-Agent Orchestration

Building collaborative agent pipelines where specialized agents handle routing, retrieval, and generation using LangGraph and AG2

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vLLM Inference at Scale

High-throughput serving of Qwen and other models with continuous batching

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Agentic RAG Architectures

Combining autonomous agents with retrieval pipelines for context-aware, self-correcting orchestration

Core Expertise

Python Backend

FastAPI, async patterns, REST APIs, microservices architecture, and scalable data pipelines.

Agentic AI & RAG

Retrieval-augmented generation, vector search, tool calling, function calling, AG2 agent orchestration, and data pre-processing pipelines.

Cloud & DevOps

Azure AI services, Docker containerization, CI/CD pipelines, and production deployments.

Technical Skills

Languages

PythonSQLJavaJavaScriptTypeScript

GenAI

LLMsRAGTool CallingPrompt EngineeringEmbeddingsVector SearchAgent Orchestration

Data & DB

PostgreSQLSQLiteData Pre-ProcessingDocument ParsingChunking StrategiesOCR

Frameworks & Tools

FastAPIAG2LangChainLangGraphAzure AI SearchAzure OpenAIDockerGit

Cloud & Platforms

AzureAzure Blob StorageREST APIsCI/CD

Education

B.Tech in Information Technology

GL Bajaj Institute of Technology & Management

2020 – 2024 · Greater Noida, Uttar Pradesh