RaghunathMahakud.

GenAI Engineer & LLM Architect
Java Backend Engineer
Senior Software Engineer, Pegasystems

I'm Raghunath Mahakud, a GenAI Engineer, LLM Architect, and Backend Java Engineer from Bangalore, India. With 10+ years of experience, I build production AI systems — from LLM-powered autopilots and multi-agent architectures to NLP platforms at enterprise scale.

Raghunath Mahakud
RM
01.

About Raghunath Mahakud

Hello! I'm Raghunath, a GenAI Engineer with 10+ years of IT experience — 7 years as a Backend Java engineer and 4 years deep in Generative AI, LLMs, and NLP. Currently a Senior Software Engineer at Pegasystems, building the AI systems that power enterprise decisioning at scale.

My focus is LLM fine-tuning, RAG architectures, Agentic AI, and multi-agent systems. I've designed autopilot assistants, production NLP platforms, and IoT microservices for enterprise clients including SoftBank, Mercedes-Benz, and the Government of Rwanda.

Currently pursuing M.Tech in AI & ML at BITS Pilani (WILP) and actively publishing open-source models on Hugging Face (420+ downloads). Member of PyTorch Day India HF.

A few technologies I've been working with recently:

  • Java & Python
  • LangChain / FastAPI
  • RAG & Vector Search
  • Agentic / Multi-Agent
  • GPT / Qwen / DeepSeek
  • Kafka & Kubernetes

Core Identity

Focus: GenAI, LLMs & Agentic AI
Location: Bangalore, India
Degree: M.Tech AI & ML — BITS Pilani (WILP)
Program: GCI — The University of Tokyo (Matsuo–Iwasawa Lab)
Role: Senior Software Engineer @ Pegasystems
Open to: GenAI, LLM Architecture & Java Backend roles
10+
Years in IT
4+
Years in GenAI
10
Certifications
420+
HF Downloads
02.

Experience & Education

Professional Experience

Senior Software Engineer

Pegasystems · Decisioning & AI
March 2022 – Present · Bangalore
  • Lead GenAI engineering for the Pega Autopilot AI assistant — LLM-driven task orchestration with fine-tuned models and a multi-step planner agent.
  • Built production NLP pipelines and LLM function-calling infrastructure for enterprise decisioning.
  • Stack: Python, FastAPI, LangChain, Java, Micronaut, Agentic & Multi-Agent systems.

Senior Software Developer

Ericsson · Client: SoftBank
January 2020 – March 2022 · Bangalore
  • Built IoT Device Management for SoftBank — a geo-redundant platform handling OTA firmware upgrades, diagnostics, and monitoring at scale.
  • Designed geo-redundant architecture with Kubernetes deployments and ELK monitoring.
  • Stack: Spring Batch, Cassandra, Kubernetes, ELK.

Senior Consultant

Mercedes-Benz R&D · Client: Daimler
November 2017 – December 2019 · Bangalore
  • Led microservices migration for the DuKe automotive testing platform serving all Mercedes-Benz car testing globally.
  • Architected an event-driven Kafka pipeline with Elasticsearch analytics.
  • Stack: Kafka, Elasticsearch, Docker, OpenShift, Kubernetes.

Senior Software Engineer

CrimsonLogic · Government & eCommerce
September 2015 – October 2017 · Bangalore
  • Built e-Government services (IREMBO) for the Government of Rwanda — a multi-service portal with cross-department integration.
  • Developed Inferlytics, an NLP-powered eCommerce product discovery engine.
  • Stack: Apache Camel, Spring Boot, PostgreSQL, Elasticsearch, NLP.

Education

M.Tech — AI & Machine Learning

BITS Pilani (WILP)
2025 – Present · Expected 2027
  • Advanced AI/ML coursework, deepening the theory behind the systems I build every day.
  • Focus areas: deep learning, model architectures, and the mathematics driving modern GenAI.

Global Consumer Intelligence (GCI)

The University of Tokyo · Matsuo–Iwasawa Lab
March 2026 – July 2026
  • Completed the GCI program focused on AI, Machine Learning, Data Science, and data-driven marketing strategy.
  • Hands-on with Python for data analysis, modeling, and consumer-intelligence applications on real-world business problems.
03.

Things I've Built

Pega Autopilot — AI Assistant

Pegasystems · 2022 – Present

LLM-driven task orchestration with fine-tuned models, plugin architecture, and a multi-step planner agent for enterprise decisioning.

  • LLM Fine-tuning
  • FastAPI
  • LangChain
  • Agentic AI
  • Multi-Agent

Text Analytics NLP Platform

Pegasystems

Production NLP for topic detection and entity extraction with multilingual support, serving enterprise clients globally.

  • Apache UIMA
  • OpenNLP
  • Micronaut
  • SVM

IoT Device Management

Ericsson · Client: SoftBank

Geo-redundant platform handling OTA firmware upgrades, diagnostics, and monitoring at scale.

  • Spring Batch
  • Cassandra
  • Kubernetes
  • ELK

DuKe — Automotive Testing

Mercedes-Benz R&D · Client: Daimler

Microservices migration with event-driven Kafka architecture serving all Mercedes-Benz car testing globally.

  • Kafka
  • Elasticsearch
  • Docker
  • OpenShift

IREMBO e-Government

CrimsonLogic · Client: Govt. of Rwanda

Multi-service e-Government portal with cross-department integration for national service delivery.

  • Apache Camel
  • Spring Boot
  • PostgreSQL

Inferlytics — eCommerce Search

CrimsonLogic

NLP-powered product discovery engine combining domain knowledge graphs with Elasticsearch.

  • NLP
  • Elasticsearch
  • MongoDB
  • Knowledge Graphs

Open Source Contributions

HF

qwen3-eng-odia-translation

Model · 0.8B params · 420+ downloads

Fine-tuned Qwen3 model for English → Odia translation. Published with a companion Spaces demo.

HF

eng-odia-translation

Space · Live Gradio Demo

Interactive Gradio Space — translate English sentences into Odia instantly, powered by the fine-tuned Qwen3 model.

GH

nanoclaw-mini

applied-ai-lab · LLM

A minimal Claude-style AI agent built from scratch — agent loop, tool use, and LLM orchestration in a nano footprint.

GH

churn_pipeline

applied-ai-lab · MLOps

End-to-end customer-churn ML pipeline — data prep, training, artifacts, and one-command service scripts.

GH

threat_indicator_analyzer

applied-ai-lab · Conversational AI

LLM-powered conversational app for analyzing security threat indicators.

GH

Practical-NLP

Repo · NLP · End-to-End

Practical NLP in code — pipelines, text representation, classification, information extraction, and real case studies.

GH

Redis-For-AI

Repo · Vector Search

Redis in the AI stack — semantic search, vector search, Redis as a vector DB, RedisVL, and hands-on projects.

GH

More on GitHub

100+ repos · AI/ML exploration

Continuous learning in public — explorations across LLMs, agents, RAG, MLOps, and distributed systems.

04.

Skills & Tech Stack

AI

Generative AI

LLM Fine-tuningRAG SystemsAgentic AIMulti-AgentPrompt Engineering
FW

LLM Frameworks

LangChainFastAPIGPTQwenDeepSeekFAISS
NL

NLP

Apache UIMAOpenNLPEntity ExtractionTopic ModellingTensorFlow
BE

Backend Engineering

JavaSpring BootPythonMicronautApache Kafka
DO

DevOps & Cloud

KubernetesDockerOpenShiftAWSJenkins
DB

Databases

ElasticsearchPostgreSQLMongoDBCassandraVector DBs
05.

Certifications

15 verified credentials across GenAI, LLMs, RAG, RL, NLP, and enterprise architecture. Click any certificate to view it full-size.

Multi-Agent Systems — Modern AI Pro
Multi-Agent Systems
Modern AI Pro · May 2026
AI Evals for Everyone — LevelUp Labs
AI Evals for Everyone
LevelUp Labs · Apr 2026
OpenClaw Mastery for Everyone — LevelUp Labs
OpenClaw Mastery for Everyone
LevelUp Labs · Apr 2026
Reinforcement Learning for LLMs — The RAG Pack
Reinforcement Learning for LLMs
The RAG Pack · Mar 2026
Building Agentic AI Workflows with N8N — AnalytixLabs
Building Agentic AI Workflows (N8N)
AnalytixLabs · Apr 2025
Modern AI Pro Practitioner — Mitra Robot
Modern AI Pro (Practitioner)
Mitra Robot · Nov 2024
Modern AI Pro Essentials — Mitra Robot
Modern AI Pro (Essentials)
Mitra Robot · Oct 2024
Complete Python Developer — Udemy
Complete Python Developer
Udemy · Jun 2023
Generics — Udemy
Generics (Java)
Udemy · 2023

Additional Credentials

▹
Generative AI with Large Language Models
Coursera · Jul 2023
Verify credential →
▹
NLP with Classification & Vector Spaces
Coursera · Oct 2023
Verify credential →
▹
Intro to TensorFlow for AI, ML & DL
Coursera · Aug 2023
Verify credential →
▹
How to Build an Executive Presence
Coursera · Oct 2024
Verify credential →
▹
Certified System Architect (CSA)
Pegasystems · Apr 2022
▹
Quality Mindset BTEB IOT
Ericsson · Nov 2021
Verify credential →

06. What's Next?

Get In Touch

I'm open to GenAI consulting, LLM architecture discussions, and enterprise AI collaborations. Whether you have a question or just want to say hi, my inbox is always open — I'll do my best to get back to you!

Whether it's about Agentic AI architectures, LLM fine-tuning, or scaling production NLP systems — I'd love to connect.