Open to AI engineering rolesChennai, India
hello, I'm here.

sethumadhavan.

AI / LLM Systems Engineer. I build multi-agent pipelines, RAG systems and observability AI that turn messy signals into calm, useful answers.

See the work →Get in touch
§01 · About

A thoughtful builder of systems that think.

AI Engineer with internship experience building large language model systems, multi-agent pipelines, and production FastAPI services. Currently developing Doc-it, an open-source CLI for automated codebase documentation. Skilled in agentic frameworks, RAG workflows, and observability platforms.

B.Tech — Artificial Intelligence & Data Science at SRM Valliammai Engineering College, 2022 – 2026.

Internships3AutonomOps · BluBridge · Primesoft
CGPA8.83B.Tech AI & Data Science
False positives−40%multi-agent anomaly detection
Makeathon 20251stof 200+ at VIT Chennai
Toolkit

What I reach for.

Languages

PythonSQLJava

Frameworks & Libraries

FastAPILangChainLangGraphREST APIsMicroservicesUvicorn

AI / ML

Scikit-learnPrompt EngineeringRAGAnomaly DetectionMachine Learning

AI Systems

Multi-Agent SystemsObservability AIAI Pipelines

Data Science

PandasNumPyVector methods

Agentic AI

Claude CodeSuperpowersBMAD

Tools

GitGitHubPostmanLinux

Concepts

Model EvaluationFeature EngineeringAI Pipelines
§02 · Projects

Things I've made.

01Open source · CLI

Doc-it

Open-source CLI that generates structured codebase summaries using a LangGraph orchestration layer with intelligent token budgeting. Delivered a dynamic commit history graph view with pluggable LLM backends and configurable output formats (Markdown, JSON, HTML).

PythonLangChainLangGraphCLI
View on GitHub →
02In progress · RAG

AgileCopilot - AI Agile Assistant System

Designing AI assistant for Agile teams (BA, Dev, QA roles). Uses historical sprint data + RAG-style retrieval. Generates acceptance criteria, story points, test cases. Role-based AI workflow design.

PythonLLMRAGAI Pipelines
03POC · AIOps

Agentic War Room POC

Observability platform combining ML anomaly detection with LLM-generated incident narratives for SRE/AIOps teams.

PythonFastAPIMLLLM workflows
04LLM · Civic

LLM Grievance Redressal System

LLM-powered complaint triage system that classifies citizen grievances and automatically routes each case to the appropriate government authority.

PythonLLMClassification
05Makeathon winner

T.A.R.S

Intelligent code mentorship Python IDE powered by Gemini API; won Makeathon 2025 (VIT Chennai) from 200+ participants and secured an internship offer.

Electron.jsGemini APIPython
§03 · Experience

Where I've been building.

01March 2026 – Present · Chennai

AI Engineer Intern

Primesoft Inc.
  • Engineered a RAG system using vector embeddings and semantic similarity search, achieving sub-2s query resolution for a voice-based AI agent
  • Developed and integrated REST APIs using Node.js and FastAPI; leveraged AI-assisted tooling (Claude Code) to accelerate development velocity
Education

Where I learned.

2022 – 2026Chennai

B.Tech — Artificial Intelligence & Data Science

SRM Valliammai Engineering College

8.83CGPA
2022Thiruvallur

CBSE Class 12

Sri.R.M.Jain Vidhyasharam

93.4%
2020Thiruvallur

CBSE Class 10

Sri.R.M.Jain Vidhyasharam

94.6%
Certifications

Courses, completed.

The Joy of Computing in PythonNPTEL81%
Data MiningNPTEL79%
Data Structure and Algorithms using JavaNPTEL72%
Database Management and SystemsNPTEL69%
Recognition

Hackathons & wins.

February 2025 · VIT Chennai

Winner of Makeathon 2025

Developed AI-driven code mentorship Python IDE with Electron.js integrated with Gemini API. Secured internship with Innova Solutions.

IIITDM, Kancheepuram

2nd Place in Data Analytics Hackathon

Built ML models and Power BI dashboards for analyzing financial datasets and uncovering hidden trends.

March 2024 · Amrita Vishwa Vidyapeetham

Runner-Up in Hackathon

Developed Automated Desoldering Machine for E-waste management using Arduino.

§04 · Writing

Notes, essays, small thoughts.

On AI, careers, people, and time.

View all posts →
Jun 2026The Double-Edged SwordThe current recruitment phase in the AI domain has become a double-edged sword for freshers trying to build their career.Dec 2024AGI: Threat or Treat?Open AI is pushing the boundaries of innovation and technology by improving their models day by day.Dec 2022New Year ResolutionTime is an ocean. It is vast. It is beautiful. It is threatening. It is mesmerizing.Dec 2022Understanding YouBeing considerate of others' feelings is something that felt right to me, but is it the same for all?Dec 2022Just Another DayIn everyone's life there will be a routine, that we all follow. But the underlying meaningful moments make it special.