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Akshat Raj Anand

@akshatrajanand

Senior Software Development Engineer at Nucleus Software Exports, architecting AskNucleus, an enterprise agentic RAG and MCP platform.

India

Message

At Nucleus Software Exports, I architected AskNucleus, an enterprise agentic RAG and MCP platform with a seven-node LangGraph pipeline. It serves more than 10,000 indexed documents at approximately 2.5-second average latency.

I also fine-tuned Gemma-4-E2B for HR intent and entity extraction and deployed it as a CPU-only FastAPI service on OpenShift. Earlier, at Siemens Technology and Services, I designed and deployed a multimodal RAG pipeline for enterprise documents and fine-tuned Phi-2 for portfolio purchase predictions.

Experience

Work history, roles, and key accomplishments

Current

Senior Software Development Engineer

Current

Nucleus Software Exports

Jul 2024 - Present (2 years 3 months)

Architected an 8-module enterprise AI workspace on a 7-node LangGraph pipeline with SSE token streaming, serving 10K+ indexed documents at ~2.5s average latency. Engineered high-precision retrieval using Milvus and BGE-Large embeddings, and developed custom MCP servers with FastMCP.

LangGraph RAG Milvus BGE Large FastMCP MCP SVM TF IDF Redis Kafka OpenShift Kubernetes VLLM LoRAs UnSloth TRL GGUF fastAPI Keycloak OpenTelemetry Tempo Prometheus Loki Grafana

Software Development Engineer Intern

Siemens Technology and Services

Jan 2023 - May 2024 (1 year 4 months)

Designed and deployed a multimodal RAG pipeline to parse and index complex enterprise documents into Qdrant, supporting low-latency semantic retrieval across 50K+ document chunks. Engineered AI-driven prioritization models integrating Knowledge Graphs with XGBoost/Random Forest, and fine-tuned the Phi-2 LLM with a Streamlit UI.

RAG Qdrant Knowledge Graphs XGBoost Random Forest Phi 2 Streamlit Python