Sethumadhavan N
AI Engineer | Multi-Agent Systems | Thoughtful Builder
Exploring the depths of AI, building intelligent systems, and sharing thoughts along the way
About Me
AI & Data Science student specializing in LLM systems, multi-agent architectures, and observability AI pipelines. Experienced in building FastAPI-based ML services, anomaly detection agents, and LLM-driven analytical workflows.
Core Skills
languages
frameworks
aiml
systems
data
tools
concepts
Featured Projects
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.
AI-Driven Multi-Agent Observability System
Built multi-agent AI system for logs and metrics anomaly detection. Combined statistical ML detection + LLM reasoning layers. Generated structured AI summaries for operational insights. Modular agent design for extensible observability intelligence.
LLM Complaint Classification System
Developed LLM-based complaint routing and classification engine. Designed prompt templates for consistent reasoning outputs. Automated complaint categorization into service workflows.
Experience & Education
Work Experience
AI Research Intern
BluBridge AI Research Lab · Chennai
Aug 2025
- •Studying AI systems stack including compute execution, kernels, compiler concepts, and parallelism
- •Working with systems team on model execution efficiency and infrastructure fundamentals
- •Reading and implementing low-level architecture concepts behind deep learning frameworks
- •Researching LLM architecture components, tokenization, activation functions, and training pipeline math
- •Contributing to internal AI infra understanding and optimization discussions
AI Engineering Intern
AutonomOps AI · Hyderabad
June 2025 – July 2025
- •Built FastAPI-based backend microservices for AI-driven observability platform analyzing logs and metrics
- •Designed multi-agent anomaly detection pipeline using statistical techniques (z-score, vector similarity)
- •Implemented ML + LLM hybrid workflow to convert anomaly outputs into structured incident summaries
- •Developed prompt-engineered LLM pipelines generating JSON outputs for UI rendering
- •Worked on metrics/log intelligence for SRE & AIOps workflows
Education
B.Tech — Artificial Intelligence & Data Science
SRM Valliammai Engineering College · Chennai
2022 – 2026
CGPA: 8.89 (till Sem VI)
CBSE Class 12
Sri.R.M.Jain Vidhyasharam · Thiruvallur
2022
93.4%
CBSE Class 10
Sri.R.M.Jain Vidhyasharam · Thiruvallur
2020
94.6%
Certifications
Data Structure and Algorithms using Java
NPTEL
81%
Data Mining
NPTEL
79%
Database Management and Systems
NPTEL
72%
The Joy of Computing in Python
NPTEL
69%
Achievements
Winner of Makeathon 2025
VIT Chennai
February 2025
Developed AI-driven code mentorship Python IDE with Electron.js integrated with Gemini API. Secured internship with Innova Solutions.
2nd Place in Data Analytics Hackathon
IIITDM, Kancheepuram
Built ML models and Power BI dashboards for analyzing financial datasets and uncovering hidden trends.
Runner-Up in Hackathon
Amrita Vishwa Vidyapeetham
March 2024
Developed Automated Desoldering Machine for E-waste management using Arduino.
Thoughts & Writings
Exploring ideas, sharing perspectives, and documenting the journey
AGI: Threat or Treat?
Open AI is pushing the boundaries of innovation and technology by improving their models day by day.
New Year Resolution
Time is an ocean. It is vast. It is beautiful. It is threatening. It is mesmerizing.
Understanding You
Being considerate of others' feelings is something that felt right to me, but is it the same for all?
Just Another Day
In everyone's life there will be a routine, that we all follow. But the underlying meaningful moments make it special.
Understanding Others
Every time someone expresses themselves, the world becomes a bit more interesting place.
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Let's Connect
Interested in collaborating or just want to say hi? Reach out!
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© 2026 Sethumadhavan N