
AI & agents
SPECTRE Lite
An SSH honeypot that catches AI attack agents by asking one question no human ever answers.
RESULT
3rd/₹4,000
TRAP CONFIDENCE
95%
I build systems that measure things.
CSE student at SIT Tumakuru. AI agent pipelines, real-time systems, and making hardware talk to good software — usually with a sensor at one end and a readout at the other.
Updated 14 Aug 2026
BUILDING
LLM agent pipelines and real-time systems
FOCUS
Making hardware talk to good software
STUDYING
2nd semester, B.Tech CSE at SIT Tumakuru

AI & agents
An SSH honeypot that catches AI attack agents by asking one question no human ever answers.
RESULT
3rd/₹4,000
TRAP CONFIDENCE
95%

Systems & interfaces
Paper in, decisions out — school operations that read their own forms and repair their own timetable.
SUBSTITUTE REPAIR
45 → 6s
SOLVER
CP-SAT

AI & agents
An AI hackathon judge that shows its work — tools measure, agents explain, every score links to evidence.
AGENTS
3+1
MODELS
2

Hardware & signals
Three sensors, a 40W heater, and a dashboard that proves the first law of thermodynamics in real time.
SAMPLE RATE
6s
BAUD
9600
AI & agents
Python
Every backend on this site — FastAPI services, honeypot classifiers, OpenCV pipelines, Arduino serial dashboards
FastAPI
The API layer behind Shaala OS and Evalon, including the WebSocket event bus
LangGraph
Evalon's four-agent evaluation pipeline, run strictly sequentially
Ollama
Local inference on one consumer GPU — qwen2.5-coder:7b and nomic-embed-text, serialised through a Redis lock
Gemini API
Per-field document extraction in Shaala OS; 200-word incident briefs in SPECTRE Lite
OR-Tools CP-SAT
Conflict-free school timetables with one-tap substitute repair (Shaala OS)
PostgreSQL
Single-schema backing store for Shaala OS; pgvector for RAG retrieval in Evalon
Redis
The model queue lock that keeps Evalon's agents off each other's GPU memory
OpenCV
Frame differencing for motion detection; face tracking driving a servo over serial
Hardware & signals
Arduino / C++
Sensor sampling and CSV telemetry over USB serial at 9600 baud
ESP32 / ESP8266
Wi-Fi microcontroller builds with self-hosted web dashboards
Sensors
DS18B20 temperature, ACS712 current, resistive voltage dividers, HW-390 soil moisture
Serial protocols
Framing, parsing and recovering CSV streams that arrive faster than the UI can redraw
Fusion 360
Enclosures and mounts for sensor rigs and drone parts
MATLAB
Signal and numerical coursework — filtering, conditioning, matrix analysis
Drone hardware
Flight controller calibration and Mission Planner tuning with Soaring Eagles
Systems & interfaces
TypeScript
Strict mode on every frontend since Frame In Goa — no any, no ts-ignore
Next.js
App Router builds: Frame In Goa, the Evalon dashboard, this site
React
Interface work across every web project
Tailwind CSS
v4 CSS-first tokens, so the design system lives in one readable file
Canvas 2D
Frame In Goa's single render pipeline — preview and download are the same code path
Node.js
Socket.IO chat, LaTeX and docx generation pipelines
Socket.IO
Real-time chat with typing indicators; playback drift correction across a watch room
Flutter
Shaala OS's admin app and a desktop tray client
Docker
Reproducible service stacks for multi-container hackathon builds
AWS EC2
Hosting the SPECTRE Lite honeypot on a hardened t3.micro with iptables NAT
Vercel
Where nearly everything he ships actually lives
Altaria — 24-Hour Hackathon
Apr 2026
Dayananda Sagar College of Engineering, Bengaluru3rd place · ₹4,000
Built SPECTRE Lite — an SSH honeypot that detects AI attack agents.
Halcyon — SIT annual fest
May 2026
Siddaganga Institute of TechnologyWinner
Street play with Black Pearl.
Anvil — 24-Hour Hackathon
Jun 2026
Scaler School of TechnologyParticipant
Brewathon — AI Brewery Hackathon
Dec 2025
Siddaganga Institute of TechnologyParticipant
School Captain
2024
Kendriya Vidyalaya No. 1, GayaElected
50th JNNSMEE / RBVP 2022-23
2023
Kendriya Vidyalaya Sangathan1st position, Regional level
Project "Smart Car", sub-theme Transport & Innovation. Regional 1st advanced to the 50th State (KVS) Level exhibition, held at Kendriya Vidyalaya, IIT Kanpur, 11–13 Jul 2023.
ATL Marathon 2021-22
2022
Atal Innovation Mission, NITI Aayog2nd position, State level
Ranked 209th nationally among 10,000+ participating schools. The selection led to the ATL Student Internship Programme with IBM. Covered by Prabhat Khabar and Hindustan (28 Sep 2022); Prabhat Khabar followed up on the IBM internship (18 Nov 2022).
ATL Student Ambassador
2022
Atal Tinkering Lab, Kendriya Vidyalaya No. 1, GayaAppointed
Ran STEM projects and competition entries out of the school tinkering lab, 2022-24.
Tumakuru, Karnataka · open to Bengaluru & remoteOpen to internships, freelance work, hackathon teams.