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AMEYA KANAGALEKAR — PORTFOLIO '26

builds AI systems
breaks security systems

I build AI-powered platforms and break things in CTFs — from agentic NL-to-SQL systems at Oracle to ranking top-50 globally on CTFtime with Italy's #1 cybersecurity team.
selected work ↓github— final-year CS @ NIT Trichy
GenAI @ OracleCTFtime Global #492× Hackathon WinnerFounding EngineerCodeforces SpecialistForensics Lead

01 — SELECTED WORK

Case studies in building & breaking.

/01
Final Year Project · NLP Research

Legal Judgment Summarizer

Structure-aware abstractive summarization of Indian court judgments — InLegalBERT, PEGASUS, Legal-LED. RASS salience scoring + DAG argument-chain reasoning.

+18% BLEU · +18.4% ROUGE-2 over baselines on 1,200+ documents

InLegalBERTPEGASUSLegal-LEDPyTorch
/02
Winner · TransfiNITTe'25

InsightAI

Full-stack AI market-research platform automating qualitative user interviews. GPT-4 + LangChain adaptive follow-ups, real-time analytics dashboard.

1st place — TransfiNITTe'25 hackathon

GPT-4LangChainSocket.ioRecharts
/03
Winner · TransfiNITTe'24

Cloud Force AI Security Scanner

DevSecOps backend scanning repos for vulnerabilities; fine-tuned Llama (Unsloth) to map threats to CVE/CWE IDs and generate secure patches.

1st place — TransfiNITTe'24 hackathon

PythonFastAPILlamaUnsloth
/04
3D Web Game · Pragyan'25

Superhero Call Centre

Strategy sim built on Golang concurrency, Redis game-state manager, and Gemini-driven dynamic crime generation.

Live at Pragyan'25

GolangRedisGeminiThree.js
/05
Forensics Lead

Pragyan CTF'25

Designed forensics challenges for a 30-hour event with 1,200+ users; deployed CTFd on GKE with HAProxy and NsJail sandboxing.

1,200+ players · 30 hours

CTFdGKEHAProxyNsJail

02 — ABOUT

engineer by day,
adversary by night.

Final-year Computer Science student at NIT Tiruchirappalli (CGPA 8.18). I've shipped GenAI products at Oracle, was founding engineer at an AI startup, and lead web/dev-ops for institute platforms serving thousands of users. Off the keyboard: competitive programmer (Codeforces Specialist, max 1563), national-level CTF player, gold-medalist swimmer, and trained Hindustani classical musician (Sangeet Visharad).

  • 2× TransfiNITTe hackathon winner (₹1.2L prizes)
  • Codeforces Specialist (max 1563)
  • JEE Advanced AIR 6779
  • 11th @ Scarlet CTF · 15th @ 0xL4ugh CTF
  • Sportsfete swimming gold medalist
  • Sangeet Visharad — Hindustani classical music

03 — EXPERIENCE

Where I've shipped.

Oracle

May — Jul 2025

Project Intern

Built a GenAI agentic NL-to-SQL reporting platform replacing Oracle ERP reporting tools (BICC/BIP/OTBI). LLM pipeline mapping natural-language intent to enterprise metadata, auto-generating BQL extract jobs via NLP + RAG.

LLMsRAGNL-to-SQLOracle ERP

Nagent AI

Oct 2024 — Apr 2025

Founding Software Engineer — AI & Automation

Built a human-AI collaboration platform (ad videos, pitch decks, business plans) end-to-end. Created an AI Co-Pilot that builds agents from text prompts; set up GCP infra, Nginx, CI/CD.

ReactTypeScriptNodeMySQLTurborepoGCP

SAVii

Jun — Jul 2024

DevOps Intern

Jenkins on Kubernetes (Minikube), Terraform pipelines for AWS — VPC, EC2, RDS, S3.

JenkinsKubernetesTerraformAWS

LEADERSHIP

  • WebOps Head, Vortex'26 — platform for 4,000+ users, ₹3.5L+ via Razorpay
  • Software Developer & DevOps Admin, Delta Force NITT
  • CTF Player, RootRunners — Italy's #1 team, Global Rank 49 on CTFtime 2026

04 — TOOLKIT

Languages

  • Python
  • C++
  • TypeScript
  • Go
  • SQL
  • Bash

Web

  • React
  • Node.js
  • Express
  • Next.js

Cloud & DevOps

  • Docker
  • Kubernetes
  • Terraform
  • AWS
  • GCP
  • Jenkins
  • GitHub Actions

Data

  • MySQL
  • PostgreSQL
  • MongoDB
  • Redis

Security

  • Wireshark
  • Volatility
  • DFIR
  • CTF Forensics