Sci-fi Portfolio Interface // Online

Research Intern at LLM Lens // SIH 2025 Winner // Full-Stack AI Builder

Shoaib Sadiq Salehmohamed

I build

I build research-driven AI systems, cinematic web interfaces, and high-signal products across LLM reliability, threat intelligence, and full-stack engineering.

Explore Projects View Resume Contact Me

95%

AI-generated content detection accuracy

98%

Model-family attribution accuracy

SIH 2025

Winning project in December 2025

Patent

Published for Rakshak in January 2026

Neural Build Signal

LLM Research Signals

Hidden-state probing, uncertainty analysis, and hallucination detection shaped through live experimentation at LLM Lens.

Origin Story

Built For High-Contrast Ideas

The goal here is not just to present credentials. It is to frame the way I think, build, and translate technical problems into digital experiences with atmosphere.

Profile

I'm pursuing a BS in Data Science and Programming at IIT Madras alongside a B.Tech in Computer Science and Engineering at Keshav Memorial Institute of Technology, Hyderabad.

I currently work as a Research Intern at LLM Lens on LLM reliability and hallucination detection, and I was part of OpenAI's inaugural ChatGPT Lab for Students India cohort. I also co-authored an arXiv paper on distilling hallucination signals into transformer representations. My best work lives where rigorous ML experimentation, full-stack product thinking, and bold interface design meet.

Base

Hyderabad, India

Availability

Open to internships, collaborations, and ambitious product builds.

Signal 01

Immersive Frontend Systems

Building interfaces that prioritize visual narrative, motion, and intentional interaction design.

Signal 02

AI-Assisted Product Thinking

Prototyping useful AI experiences with a focus on clarity, guidance, and practical user flows.

Signal 03

Data-Driven Problem Solving

Using analytical thinking, structured experimentation, and software fundamentals to ship cleaner solutions.

Current Work

Research, Leadership, And Execution

Projects matter, but so does the environments where I research, mentor, ship, and contribute. This is the operating layer behind the portfolio.

Featured ExperienceFebruary 2025 - Present

Research Intern

LLM Lens/Remote

Working on LLM reliability and hallucination detection by studying internal transformer representations, uncertainty signals, and cross-layer behavior in modern language models.

Built PyTorch experimentation pipelines to extract hidden-state embeddings from transformer models such as LLaMA and Qwen for token-level and sequence-level hallucination analysis.

Designed cross-layer and hierarchical transformer architectures to model correlations across hidden states for better hallucination classification and uncertainty estimation.

Created scalable dataset generation workflows using Hugging Face models to synthesize prompts, responses, and labeled hallucination corpora for benchmarking.

Implemented evaluation frameworks spanning ROC-AUC, PR-AUC, F1, Expected Calibration Error, Brier score, and threshold optimization for reliability assessment.

Ran reproducible GPU-heavy experiments across CUDA and Colab A100/H100 environments while managing checkpoints, experiment logs, and training pipelines.

Co-authored the arXiv paper 'Weakly Supervised Distillation of Hallucination Signals into Transformer Representations', released on April 7, 2026.

PyTorchTransformersLLM reliabilityHidden statesUncertainty modeling

August 2025 - September 2025

Member

ChatGPT Lab for Students, OpenAI/Remote

Selected among 28 students nationwide for the inaugural India cohort focused on how students use LLMs for learning, research, and productivity.

OpenAILLM workflowsStudent research

September 2025 - Present

Core Team Member - Domain Expert (Web & ML)

Recurse, KMIT Technical Club/Hyderabad, India

Mentoring students, shaping problem statements, judging solutions, and supporting web and machine learning initiatives inside the club.

MentorshipHackathonsWebML

October 2025 - Present

Web Development Intern

PR Committee, KMIT/Hyderabad, India

Contributing to frontend development for college web platforms as part of a collaborative delivery team.

FrontendCollaborationDelivery

July 2024 - October 2024

Open Source Contributor

GSSoC + Hacktoberfest/Remote

Finished in the top 8% of GirlScript Summer of Code contributors and was recognized as a Hacktoberfest Super Contributor.

Open sourceGitHubDocumentationCommunity

Build Stack

The System Behind The Aesthetic

The visual language is intentionally dramatic, but the work underneath it is grounded in shipping, iteration, and a growing multidisciplinary stack.

Core Languages

JavaPythonCSQLJavaScriptTypeScriptHTML/CSS

Frameworks

Next.jsReactVue.jsNode.jsExpress.jsFlaskFastAPI

ML + Data

PyTorchTransformersPandasNumPyMatplotlibOpenCV

Infra + Systems

DockerRedisCeleryWebSocketsAWSAzureGCPLinux

Trajectory

Education, Milestones, And Momentum

The timeline now spans parallel degree programs, active research, a national-level hackathon win, and published intellectual property. The pattern is disciplined growth with shipped outcomes.

May 2024 - September 2028

BS in Data Science and Applications

Education

Indian Institute of Technology Madras // Chennai, Tamil Nadu

Building strong foundations in data science, computation, and structured reasoning while maintaining a CGPA of 8.85/10.

CGPA 8.85/10Data scienceMathematical thinking

August 2024 - August 2028

B.Tech in Computer Science and Engineering

Education

Keshav Memorial Institute of Technology // Hyderabad, Telangana

Developing software engineering depth in parallel with a CGPA of 8.75/10 while applying concepts quickly through project work.

CGPA 8.75/10Computer scienceExecution

February 2025 - Present

Research Intern

Research

LLM Lens

Researching hallucination detection and reliability analysis in LLMs through hidden-state modeling, uncertainty signals, and GPU-scale experimentation pipelines.

LLM reliabilityHallucination detectionPyTorch

December 2025

Smart India Hackathon 2025 Winner

Hackathon Win

TattvaDrishti

Won Smart India Hackathon 2025 with TattvaDrishti, an AI-driven platform for detecting LLM-powered misinformation, coordinated campaigns, and influence operations.

SIH 2025Threat intelligenceMisinformation analysis

January 2026

Patent Application Published

Publication

RAKSHAK // Indian Patent Application No. 202541112724 A

Listed as a co-inventor on a published Indian patent application covering an autonomous security and surveillance rover with LiDAR, vision systems, hybrid localization, and dual-mode control.

PatentRoboticsSurveillance systems

April 7, 2026

arXiv Paper Published

Publication

Weakly Supervised Distillation of Hallucination Signals into Transformer Representations

Co-authored arXiv:2604.06277, introducing a weak-supervision framework and a 15k-sample representation-level hallucination dataset to detect hallucinations from internal transformer activations without external inference-time verification.

arXiv:2604.06277Hallucination detectionTransformer probes

Proof Layer

Credentials, Recognition, And Published Work

This layer combines formal coursework with recognitions, cohort selections, and published intellectual property that materially strengthen the portfolio.

Indian Patent System

RAKSHAK Patent Application Published

Published as Indian Patent Application No. 202541112724 A in January 2026 for an autonomous security and surveillance rover.

Open Credential

arXiv

Weakly Supervised Distillation of Hallucination Signals into Transformer Representations

Co-authored arXiv:2604.06277. The paper introduces a weak-supervision framework, a 15k-sample hallucination dataset with full transformer hidden states, and five probing architectures for internal hallucination detection.

Open Credential

OpenAI

ChatGPT Lab for Students

Selected among 28 students nationwide for the inaugural India cohort focused on student use of LLMs for learning and research.

Open Credential

GSSoC

GirlScript Summer of Code

Finished in the top 8% of contributors, ranking 185 out of 2613 participants through sustained open-source contributions.

Open Credential

Hacktoberfest

Hacktoberfest Super Contributor

Recognized for sustained, high-quality open-source contributions across multiple repositories in October 2024.

Open Credential

Harvard University

CS50x

Computer science foundations across algorithms, data structures, C, Python, web development, and software design.

Open Credential

Forage

Deloitte Technology Virtual Internship

Completed Deloitte's virtual technology simulation focused on consulting-style tasks and solution framing.

Open Credential

Postman

Student API Fundamentals

Covered API requests, environments, tests, collections, and collaboration workflows in Postman.

Open Credential

Project Grid

Featured Builds Plus A Full Archive

The landing page stays selective on purpose. It highlights the projects that best represent the current direction of my work, while the complete archive carries every tracked repository.

LLM threat intelligence platformSmart India Hackathon 2025 winner // December 2025

TattvaDrishti

Built an end-to-end AI-driven threat intelligence platform to detect and analyze LLM-powered misinformation and coordinated influence operations.

Fine-tuned DeBERTa-v3-Large models to detect AI-generated content with 95% accuracy and perform model-family attribution with 98% accuracy, then layered graph intelligence, explainable risk scoring, SSE dashboards, and blockchain-backed audit trails for analysts.

FastAPINext.jsPyTorchDeBERTa-v3Graph intelligence

GitHub Repo

AI study assistantGoogle GenAI hackathon build

Purr-fessor

A conversational learning experience designed to make revision feel guided, adaptive, and less mechanical.

Explored generative AI interaction patterns for education while keeping the UX approachable and product-led.

Next.jsConversational UXAI-first flows

Live Experience GitHub Repo

Productivity platformCS50x capstone

Task Master

An all-in-one task manager and timetable app built to organize work, scheduling, and accountability in one place.

Brought together planning, interface structure, and core engineering fundamentals into a complete shipped capstone.

Full-stack thinkingTask systemsProduct structure

Live Experience GitHub Repo

Hackathon productBandipur House CTC

Elyon The Guide

A guided digital experience built under hackathon constraints, emphasizing usable structure and fast iteration.

Balanced speed with coherence while translating an idea into a polished prototype on a tight deadline.

Rapid prototypingFrontend systemsCollaboration

Live Experience GitHub Repo

Support platformCodeinovate hackathon

Maargdarshak

A solution-focused project aimed at guidance and assistance workflows, framed as a practical digital product.

Shipped as a hackathon concept that prioritized clarity of purpose and accessible user journeys.

Product thinkingInformation architectureDelivery speed

Live Experience GitHub Repo

Autonomous surveillance roverPatent-backed robotics system // January 2026 publication

Rakshak

A real-world autonomous rover integrating LiDAR, GPS, IMU, camera systems, and hybrid control for surveillance, navigation, and perimeter monitoring.

Led the project through hybrid mission logic, safety overrides, face recognition, video telemetry, and obstacle avoidance, culminating in a published Indian patent application in January 2026.

Jetson NanoLiDARPixhawkOpenCVWebSockets

Live Experience GitHub Repo

Memory-augmented AI OSActive prototype

AstraOS

A privacy-first personal AI workspace blending FastAPI, React, local LLM workflows, and persistent memory.

Pushes beyond single-page apps into a larger product system with desktop-native ambition, streaming chat, and document-grounded retrieval.

FastAPIReactTypeScriptLocal AI tooling

GitHub Repo

Complete Inventory

Full Project Archive

Browse all 69 repositories from personal work, organization projects, experimental builds, forks, and deployed products in one dedicated archive page with GitHub links and project metadata.

Open The Archive

Transmission

Let’s Build Something That Feels Alive

If you want to collaborate on a product, internship, experiment, or interface that needs stronger visual energy, send a message.

Shoaib Sadiq Salehmohamed

LLM Research Signals

Built For High-Contrast Ideas

Immersive Frontend Systems

AI-Assisted Product Thinking

Data-Driven Problem Solving

Research, Leadership, And Execution

Research Intern

Member

Core Team Member - Domain Expert (Web & ML)

Web Development Intern

Open Source Contributor

The System Behind The Aesthetic

Education, Milestones, And Momentum

BS in Data Science and Applications

B.Tech in Computer Science and Engineering

Research Intern

Smart India Hackathon 2025 Winner

Patent Application Published

arXiv Paper Published

Credentials, Recognition, And Published Work

RAKSHAK Patent Application Published

Weakly Supervised Distillation of Hallucination Signals into Transformer Representations

ChatGPT Lab for Students

GirlScript Summer of Code

Hacktoberfest Super Contributor

CS50x

Deloitte Technology Virtual Internship

Student API Fundamentals

Featured Builds Plus A Full Archive

TattvaDrishti

Purr-fessor

Task Master

Elyon The Guide

Maargdarshak

Rakshak

AstraOS

Full Project Archive

Let’s Build Something That Feels Alive

ShoaibOS