Aryan Rastogi
Sylus AI
HPE
Amazon
SfedU
Elumina
AI² Lab
Manipal University Jaipur

Aryan Rastogi

Verified

AI Engineer @ Sylus AI · Amazon MLSS'26 · CPP-2 @ HPE
Applied AI × Research

About Me

I am a computer science engineering student working on machine learning, NLP, and applied AI systems.I craft effective prompts, build clean frontends, and work comfortably across backend systems.

I train models to learn & they teach me patience.

Tech Stack

Languages

PythonCppSQLTypescript

ML/AI Frameworks

PyTorchTensorFlowScikit-learnHugging FaceLangChainOpenCV

Full Stack

ReactNext.jsNode.jsREST APIsSupabase

Tools & Platforms

FastAPIAWSGCPDockerKaggle

GitHub Activity

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LeetCode Stats

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Work Experience

HPE

CPP-2

Hewlett Packard Enterprise • India

Shortlisted for the CPP-2 cohort and collaborating on an enterprise project with HPE.

Aug 2026 - Present

Amazon

Amazon ML Summer School

Amazon • 2026

Selected for the prestigious Amazon ML Summer School 2026 program, an intensive machine learning education initiative by Amazon. One of 3,000 students selected from over 1.4 lakh applicants nationwide.

Jul 2026 - Present

SfedU

AI Engineer

Sylus AI • (remote)

  • Engineered the platform end-to-end from a greenfield repository to production, owning auth, database schema, and core architecture through 180+ commits, then scaling it into a multi-tenant AI content platform.
  • Designed and shipped a 9-phase agency system (RBAC, approval workflows, client portal, invites, real-time collaboration) from scratch, taking the product from single-user to multi-brand agency-ready.
  • Built the AI content engine (multi-model LLM copywriting, live Google News trend discovery, AI image generation) and a document intelligence pipeline auto-extracting and scheduling posts from PDFs, Excel, and Word docs.
  • Hardened the platform for production: patched security vulnerabilities across auth, API endpoints, and middleware (SSRF, CORS), and stabilized deployment across Cloud Run and Docker.

April 2026 - Present

SfedU

SDE Intern

Southern Federal University, ICTIS • Russia (remote)

Developed a web application as an international interdisciplinary project in collaboration with Southern Federal University (ICTIS) & MUJ to support the adaptation of international students. The platform acts as a digital assistant that helps to explore, understand and navigate the campus facilities and improves accessibility for new international students.

Oct - Nov 2025

Elumina Street Solutions

AI R&D Intern

Elumina Street Solutions • Jaipur

Developed a violence detection model using CNN (MobileNet) and LSTM in TensorFlow for video-based behavior recognition; improved accuracy with focal loss and class weighting. Implemented and evaluated a real-time weapon detection system using YOLOv8 and OpenCV. Collaborated with the AI research team to analyze model performance, optimize hyperparameters, and enhance detection.

April - July 2025

AI² Lab

Research Intern

AI²: computAtional linguIstics & vIsion Lab • MUJ

  • SafeAlign: Leading a multi-arm experimental pipeline for LLM safety evaluation using taxonomy-guided data curation on the Anthropic HH-RLHF dataset, training a RoBERTa-based reward model, a QLoRA+DPO-aligned Qwen2.5-1.5B generative model, and a MiniLM contrastive safety encoder.
  • Key Finding: Discovered that a 66M DistilBERT classifier trained on taxonomy-filtered data achieves 81.3% accuracy vs 59.5% on raw data, proving label quality outweighs model scale.
  • Quantifying the Alignment Tax: Empirically measuring how SFT and DPO degrade LLM creativity using DAT, AUT, and TTCT benchmarks with Semantic Entropy metrics across Mistral-7B and Llama-3.1-8B.

Jan 2025 - Present

Live Projects

teXlab Project

teXlab

Converts natural language and NLP outputs into professional LaTeX diagrams and tables with intelligent formatting.

NLPLaTeXReactNext.js
Woodstock flying
Sleeping Snoopy
zZZ
Perplex Project

perpleX

AI-powered text humanizer that transforms AI-generated content into natural, human-like text.

AINLPReactNext.js

Hackathon Builds

Roadeye Project

RoadEye

AI-powered road audit system using deep learning and computer vision to detect road defects and generate professional audit reports.

PythonPyTorchOpenCVFastAPI
Finalist @ National Road Safety Hackathon 2025, IIT Madras
Uniway Project

Uniway

Campus navigation platform featuring interactive maps, smart search, route guidance, and student services with AI-ready extensions.

ReactOSRMGoogle APIsLeaflet
Winner @ Uniway Hackathon 2025

Research

SafeAlign: A Multi-Paradigm Pipeline for LLM Safety Evaluation via Taxonomy-Guided Data Curation

Aryan Rastogi, Dr. Varda Pareek — Manipal University Jaipur

LLM SafetyRLHFDPOData CurationHH-RLHF

Taxonomy-guided label denoising outperforms model scale — a 66M DistilBERT on filtered data beats a 774M baseline on safety classification.

Under Review / Preprint

Quantifying the Alignment Tax: Tracking Creativity and Semantic Entropy through the SFT and DPO Pipeline

Harshita Singh, Aryan Rastogi — Manipal University Jaipur

Alignment TaxSemantic EntropyDPOCreativityLLMs

DPO systematically collapses semantic diversity — creative narrative divergence drops from 0.7153 (base) to 0.3591 (post-DPO) on Mistral-7B.

Under Review / Preprint

Achievements & Recognition

Uniway

India Innovates 2026 Finalist

India Innovates 2026, BHARAT MANDAPAM, NEW DELHI

Shortlisted as the finalist from 25k+ participants in the World's Largest Civic Tech Hackathon at Bharat Mandapam, New Delhi organised by BYHN x MCD, in collaboration with DDU, IIT KGP, DTC, NSUT, GGSIPU.

IIT Madras

National Road Safety Hackathon Finalist

National Road Safety Hackathon 2025, IIT Madras

Shortlisted among the top 10 finalist teams nationwide from 3.6k+ participants & presented at the National Road Safety Hackathon organised by COERs, IIT Madras.

Uniway

UniWay Hackathon Winner

Uniway MUJ Hackathon 2025

Secured 1st place, won a cash prize, and earned an opportunity to collaborate on a project with Southern Federal University, Russia.

Manipal University Jaipur

Student Excellence Awardee

Manipal University Jaipur, CSE dept 2025

Awarded for outstanding technical performance, hackathon achievements, and project based innovation during the 3rd & 4th semester.

Superteam

Solana Bounty Winner

Superteam India, 2025

Won a Solana bounty and became a Global Superteam Contributor within the Solana ecosystem.

Manipal University Jaipur

Dean's List Awardee

Manipal University Jaipur, CSE dept 2025

Named to the Dean's List in the 2nd semester for academic excellence.

IEEE WIE

BrandIT 2.0 Winner

IEEE WIE MUJ, JUN 2025

A social networking and community platform built for older adults, featuring VR Memory Lanes to relive personal memories, curated hobby circles, companion matching, and accessible games. Designed for emotional connection and digital inclusion — built and presented at BrandIT 2.0.

IEEE WIE

Consultathon Winner

180 DC MUJ, April 2025

Won the Consultathon organized by 180 DC MUJ — presented a scaling strategy for a vocational training social enterprise facing the challenge of expanding impact across India while preserving quality and financial sustainability.

Blogs

Medium

Building an AI That Draws Diagrams Taught Me Nothing About AI and Everything About Systems Design

Medium • Published 2026

Tried to build a text-to-TikZ diagram generator. Got it wrong twice before figuring out why.

System DesignPrompt EngineeringAI Tools
Medium

Implementing Deep Learning by Diving Deep into the Black Box

Medium • Published 2026

An Implementation of deep learning in three stages: building a neural network from scratch using NumPy, predicting customer churn with an ANN, and classifying images with a CNN.

Deep LearningCNNANN
Medium

A Cursor and Google Colab Workflow for Machine Learning: Replacing Jupyter and ChatGPT

Medium • Published 2026

Exploring how to leverage Cursor and Google Colab together to create an efficient machine learning workflow that combines the best of both worlds - replacing traditional Jupyter notebooks and ChatGPT interactions with a more integrated development experience.

Machine LearningCursorGoogle ColabWorkflow

Knowledge Base

Deep Learning Cover

Deep Learning

Complete collection of deep learning concepts, architectures, and implementations.

Neural NetworksCNNANN
Python Programming Cover

Python Programming

Comprehensive Python programming short notes covering basics to advanced topics.

FunctionsOOPsAlgorithms
NLP Cover

NLP

Notes on Natural Language Processing and implementations.

NLPRNNsTransformers
lc cover

Leetcode

Leetcode solutions understanding and explanations.

DSAcppmath

Live ML Playground