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Achievement: Pull Sharkx2Achievement: YOLO

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@LLMLens

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shoaib2000857/README.md

Shoaib Sadiq Salehmohamed — AI researcher and systems engineer

Portfolio LinkedIn arXiv preprints LeetCode Knight

I study how language models fail, then build systems that can detect, explain, and act on uncertainty.

LLM reliability research · cyber-intelligence platforms · autonomous systems
Hyderabad, India


2

arXiv preprints
LLM reliability

SIH ’25

National winner
TattvaDrishti

Patent

Application published
Rakshak · 202541112724 A

Knight

LeetCode top 2.53%
2,006 contest rating

What I’m doing now

  • Researching hidden-state and black-box hallucination detection as a Research Intern at LLM Lens.
  • Building misinformation and cyber-intelligence systems with the AICTE Cyber Security Cell.
  • Mentoring and evaluating student engineering work as a Web & ML Domain Expert at Recurse, KMIT.
  • Studying Computer Science (AI & ML) at KMIT and Data Science at IIT Madras.

Selected work

Reliable language models

Probing transformer hidden states and black-box behavior for signals that distinguish reliable answers from hallucinations.

White-box paper ↗ · BEACON ↗

PyTorch Transformers Evaluation Calibration

TattvaDrishti

An analyst-facing cyber-intelligence platform for detecting AI-generated misinformation, mapping narratives, and preserving auditable decisions.

View repository ↗

FastAPI Next.js PyTorch Graph intelligence

Rakshak

A hybrid edge–cloud surveillance rover combining LiDAR, vision, GPS, autonomous navigation, and human takeover for perimeter monitoring.

Project site ↗ · Interface repo ↗

Jetson Nano Pixhawk LiDAR OpenCV

AstraOS

A privacy-first, local AI workspace with persistent memory, grounded document Q&A, streaming chat, and local model execution.

View repository ↗

Tauri React FastAPI Qdrant Ollama

Explore the complete project archive →

Research

Work Focus Evidence
Weakly Supervised Distillation of Hallucination Signals into Transformer Representations Five probe architectures trained directly on LLaMA-2-7B hidden states arXiv:2604.06277
BEACON: Behavioral Entropy Aggregation for Cross-Model Hallucination Detection Black-box detection using entropy, embedding geometry, CoT consistency, and paraphrase stability arXiv:2606.07528

Live engineering signal

Shoaib's GitHub statistics Shoaib's GitHub contribution streak

Shoaib's GitHub contribution activity graph
Weekly coding activity

LeetCode

Shoaib's live LeetCode contest statistics

Working set

Python, PyTorch, Java, TypeScript, React, Next.js, FastAPI, Docker, Linux, Git, PostgreSQL, and MongoDB

Research & ML PyTorch · Transformers · representation probing · evaluation · calibration · RAG
Systems FastAPI · Next.js · WebSockets/SSE · PostgreSQL · MongoDB · Qdrant · Docker
Edge & robotics Jetson Nano · Pixhawk · LiDAR · depth sensing · GPS · OpenCV · ROS concepts

Open to research collaborations, deep-tech internships, and difficult systems worth building.

Email · LinkedIn · Portfolio · Repositories

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  1. Team-ASHTOJ/TattvaDrishti Team-ASHTOJ/TattvaDrishti Public

    JavaScript 1 4