██████╗  █████╗ ██╗   ██╗     ██╗ ██████╗ ████████╗██╗  ██╗
██╔══██╗██╔══██╗██║   ██║     ██║██╔═══██╗╚══██╔══╝██║  ██║
██████╔╝███████║██║   ██║     ██║██║   ██║   ██║   ███████║
██╔══██╗██╔══██║╚██╗ ██╔╝██   ██║██║   ██║   ██║   ██╔══██║
██║  ██║██║  ██║ ╚████╔╝ ╚█████╔╝╚██████╔╝   ██║   ██║  ██║
╚═╝  ╚═╝╚═╝  ╚═╝  ╚═══╝   ╚════╝  ╚═════╝    ╚═╝   ╚═╝  ╚═╝

██████╗ ██████╗  █████╗ ██████╗
██╔══██╗██╔══██╗██╔══██╗██╔══██╗
██████╔╝██████╔╝███████║██████╔╝
██╔══██╗██╔══██╗██╔══██║██╔══██╗
██████╔╝██║  ██║██║  ██║██║  ██║
╚═════╝ ╚═╝  ╚═╝╚═╝  ╚═╝╚═╝  ╚═╝

Ravjoth Brar

> Student & AI Enthusiast

Scroll Down

|| ABOUT ME ||

>> I'm Ravjoth Brar - a passionate student AI researcher. My work spans from research and ethics to real-world applications of AI.

>> My key interest is making AI more interpretable, ethical, and accessible - my work has spanned from more technical pieces like fine-tuning language models and developing bespoke AI systems to more ethical and philosophical topics, such as exploring how Sikhism can be used as a framework for AI regulation (pending peer-review).

>> Willing to learn from everyone - I'm actively seeking internships, placements, and research opportunities where I can contribute technical depth, creative problem-solving, and a fresh perspective on AI's societal impact. Let's collaborate on building the future of responsible AI.

|| LINKS ||

|| ROLES ||

> Cofounder

Part-time Ongoing

Beri-Labs

> Student

Full-time Ongoing

> Research Writer

Part-time Ongoing

Prismatic Studios

Researching, developing, and writing content to shape raw founder ideas into sharp, impactful brands

> Board Advisor

Part-time Ongoing

Action Breaks Silence

A non-profit organisation dedicated to eliminating violence against women and girls globally

Led the Communications module for an ongoing charity initiative across continents

> Assisting Tennis Coach

Part-time Ongoing

Totteridge Tennis Club

Volunteered weekly for 3 years as a tennis coach

> AI Engineer

Part-time February 2026

The Web Kitchen

Engineered a high-performance (<500ms) RAG-based portfolio search tool using local embedding models to return relevant portfolio projects to streamline client workflow
Deployed a browser-based LLM (Qwen3-0.6b) to provide natural language justifications for project-client alignment
Implemented a hybrid search architecture that integrates vector similarity with metadata filtering, utilising sector-based boosting to increase recommendation accuracy
Deployed and secured OpenClaw - an autonomous agentic framework - in a Virtual Private Server, integrating it directly into Slack for automated SEO audits
Integrated the agent into internal task systems and GitHub repositories to log errors and autonomously make code edits in its own branch, before developer review
Conducted four red-teaming exercises to test agent security against indirect prompt injections, achieving a 100% bypass-resistance rate

> Summer AI Intern

July 2025

Blankstate

Authored technical whitepaper on Intention Blended Framework (IBF), analysing how AI interprets organizational communication patterns for performance insights
Developed enterprise sales strategies across multiple channels
Contributed to ENTERPRISE 100 application, documenting privacy-first AI system that analyses data without storing sensitive information centrally

|| PROJECTS ||

> Making Pain Quantifiable

Personal Ongoing

Developing a novel methodology to make pain quantifiable and objective

Encoding data in high-dimensional latent space and employing Topological Data Analysis (TDA) on manifolds

> Building RIMICO - A Collection of Artisan Tools

Personal March 2026

To-do list library

Tasks are formatted as books on a library shelf, with each shelf representing a category you define.
The timeframe determines the thickness of each book — quick tasks are slim, extended projects are thick volumes.
The due date determines position — the most urgent tasks sit closest to the left, just like the next book you'd reach for.

A distraction-free writing companion for drafting blog posts

Your notes live in the sidebar, titled and sorted by when you last touched them — always one click away.
Everything auto-saves to your browser — no buttons, no cloud, no friction. Just write and it's there.
Full rich text formatting — bold, italics, headings, bullet points, blockquotes — with your choice of font, so every draft feels right.

Click here

> Fine-tuned AI Model for Biology Students

Oxford AI in Education Conference April 2025

Answering Biology GCSE questions can be hard. Exam-specific terminology means keywords and clear explanations are necessary, and generic AI tools often go too far in depth when answering biology questions

Fine-tuned SmolLM2-135M model using HuggingFace Transformers and PyTorch

Synthetically generated custom biology dataset adhering to A-Level and GCSE specification with labels

Implemented training checkpoints and mixed-precision training

> Möbius Strip Topology in Neural Networks

Personal January 2025

Designed and implemented a novel neural network architecture incorporating Möbius strip topology to enhance feature learning and clustering

> AI x Epilepsy - Neural Interpretability

School (Extended Research Project) Ongoing

The brain is the most complex object in the known universe - it's fundamentally a biological supercomputer - unravelling the brain's complexity represents an elusive challenge for humanity

Researching machine learning frameworks to model the brain, paving the path for neural interpretability

Developing and proposing novel applications of AI to not only predict epileptic seizures, but enable us to achieve transparent insights into how epileptic seizures are caused and how they propagate through the brain

> Master the Member States - A Model UN Study Tool

Personal January 2026

Engineered an interactive Model UN study quiz to master flag knowledge and the official names of UN Member States (not 'Bolivia', but 'Plurinational State of Bolivia')

Employed Claude Code to rapidly iterate on complex UI components and ASCII art of the UN logo

Ideation -> Deployment in 2 days

Click here

> AI-powered Web App for Teachers

Personal February 2025

Web app which teachers at my school used to create subject-specific content such as worksheets and practice questions

Utilised the Google AI Studio API to provide responses

Constructed 5 prompt engineering courses, guiding students on how to effectively prompt AI

> How will Bias in AI affect society?

Essay January 2023

3,500 word essay explaining how bias in AI arises and deliberating its potential impact on society in the next few years, and in the coming decades

Awarded a Distinction in my internal school competition

Click here

|| BLOG ||

>> Thoughts on AI, ethics, and the future as we know it.

> Latest Article

29/01/2026 > Beyond the Industrial Revolution: Why Superhuman AI is a Crisis of Priority The comparison between AI and the Industrial Revolution - what does it mean for humanity?

>> View all articles

|| PUBLICATIONS ||

>> coming soon...

_

|| CV ||

>> CV available on request

|| CONTACT ME ||

>> Feel free to reach out! I'm always open to discussing new projects, opportunities, or just having a chat.

email: ravjoth.brar@gmail.com

> _