Work

As a student, developer, and founder, I'm passionate about building tools that make a meaningful difference for learners and businesses. Below is a summary of my work so far.

MarkWise

MarkWise is an AI-powered platform helping students master exam technique — not just subject knowledge. It focuses on how to write answers that earn marks, guided by actual examiner mark schemes. MarkWise simulates the feedback of a human tutor, teaching students how to think, structure, and express themselves in a way examiners reward.

MarkWise is designed for students preparing for GCSEs and A-Levels, where small improvements in answer structure and phrasing can make the difference between grades.

Product Vision

• Technique Over Theory – Students often understand content but underperform due to poor structure or missing key marking points. MarkWise focuses on fixing that.
• Mark Scheme-Driven Feedback – Every answer is analysed against real mark schemes using a custom AI pipeline trained to recognise the criteria examiners use.
• Rapid Iteration – Students get instant, actionable feedback on their writing, helping them learn from mistakes and improve their exam responses quickly.

Technical Architecture

MarkWise is not just another chatbot — it's a full-stack AI platform with deep integration into the structure of academic assessments.

PDF & Document Processing

• AI-Driven OCR Pipeline – Uses Mistral-powered services and Tesseract.js to extract and structure content from past papers and mark schemes.
• Smart Pairing – Automatically detects and pairs question papers with the correct mark schemes based on content structure and metadata.
• Image + Math Support – Extracts embedded diagrams, preserves coordinate metadata, and renders math using KaTeX for accurate exam-style visuals.
• Hierarchical Parsing – Handles nested document structures for clean sectioning, fallback resilience, and content reliability.

Educational AI Layer

• Multi-Model Backend – Unified SDK integrates OpenAI, Mistral, Google, Fireworks, and TogetherAI, enabling dynamic model switching and cost-optimisation.
• Mark Scheme Reasoning Engine – LLMs extract marking points from scanned PDFs and compare them to student answers using natural language embeddings and chain-of-thought prompting.
• Streaming Feedback Engine – AI feedback is streamed in real time, with progressive refinement of answer quality and clarity as students revise.

Editor & Learning Tools

• Rich Text Feedback System – Built using ProseMirror and CodeMirror 6 to support both essay writing and structured code/logic questions.
• Math & Markdown Rendering – Full support for math-based exams via LaTeX markdown pipelines using rehype-katex and remark-math.
• Answer Replay Mode – Students can watch their past answers evolve as they revise — tracking changes and seeing how each edit aligns more closely with examiner expectations.

Personalisation & Progress

• Weakness Mapping – Tracks common errors in structure, phrasing, and question interpretation — not just topic knowledge.
• Adaptive Practice Engine – Continuously adjusts question recommendations to target a student's weakest exam techniques (e.g. failing to define key terms or misinterpreting command verbs).
• Embeddings-Based Retrieval – Question and mark scheme similarity search using OpenAI vector embeddings to surface the most relevant practice material.

Paradigm Video

Paradigm Video is transforming how companies understand and improve their customer interactions through AI-powered video analysis. As the founder and lead developer, I built a platform that helps sales teams gain deeper insights from their calls, leading to meaningful improvements in their sales processes and customer relationships. Early adopters of our platform have seen significant improvements in their sales performance and training efficiency.

Innovation Highlights:

• Breakthrough AI Analysis: Developed an innovative emotion detection system that tracks customer sentiment in real-time, helping sales teams identify and respond to buying signals more effectively. The system analyzes key emotional indicators throughout conversations, providing insights that help teams better understand and adapt to customer needs.

• Enterprise-Scale Impact: Built a robust system that efficiently processes and analyzes sales calls, automatically generating actionable insights from customer interactions. Early users have reported significant improvements in their sales training effectiveness and customer engagement after implementing our platform.

• Next-Generation Sales Intelligence: Created an intuitive dashboard that visualizes conversation patterns in real-time, helping sales teams identify winning strategies and coaching opportunities. The system automatically highlights key moments and generates smart summaries, significantly reducing the time spent on post-call analysis.

• Advanced Security Architecture: Implemented comprehensive security measures that meet modern enterprise standards, making the platform suitable for businesses handling sensitive customer interactions. Our security framework follows industry best practices for data protection and privacy compliance.

Impact & Recognition:

• Rapid Development: Went from concept to working prototype in under 3 months, incorporating user feedback to continuously improve the platform
• Growing Adoption: Successfully onboarded initial beta users who are actively using the platform for sales training and analysis
• Measurable Results: Early users report encouraging improvements:
  • 15% increase in sales team productivity
  • 40% reduction in sales training time
  • 50% faster post-call analysis
  • Significant improvement in customer interaction quality

The platform demonstrates the practical application of artificial intelligence to real-world business challenges, making advanced conversation analysis accessible and actionable for sales teams. By combining innovative technology with user-friendly design, Paradigm Video is helping sales teams have more effective and meaningful customer interactions.

ExamVault

ExamVault is a revolutionary platform redefining how students prepare for exams by enabling smarter, more personalised learning experiences. The platform leverages cutting-edge AI and similarity search to help students efficiently identify and practise their weakest areas, ensuring targeted and effective revision.

Product Overview:

• AI-Powered Similarity Search: ExamVault allows students to upload exam questions in text or image format and leverages OpenAI embeddings to find highly relevant practice questions from a vast, curated database of thousands of exam questions.
• Weakness-Based Recommendations: The platform analyses user input to continuously suggest areas for improvement, ensuring students focus on the topics where they need the most help.
• Dynamic Revision Planning: By integrating user activity data, ExamVault provides adaptive revision plans and personalised progress tracking, keeping users engaged and on track.
• Question Categorisation: Each question is tagged by topic and difficulty level, enabling students to filter and practise the exact questions they need for their curriculum and skill level.
• Comprehensive Image-Based Search: Using Google Cloud Vision, ExamVault processes image uploads to extract question content and metadata, making it possible to search for similar questions even when working with handwritten or printed materials.

Key Technologies:

• Next.js: Provides a server-rendered, scalable frontend for an enhanced user experience.
• Supabase: Powers authentication and relational database management for efficient data handling.
• Google Cloud Vision: Enables OCR functionality to process image-based exam questions and extract metadata.
• Trigger.dev: Automates background tasks such as indexing uploads and sending personalised reminders.
• Upstash: Implements caching for faster question retrieval and API rate limiting.
• Sentry: Maintains real-time monitoring for platform stability and performance.

By empowering students to streamline their study process, ExamVault transforms exam preparation into a more effective and confidence-building experience, helping learners achieve their full potential.

NebulaDevs

NebulaDevs is a web development agency dedicated to delivering impactful digital solutions for businesses. From portfolio websites to complex e-commerce platforms, NebulaDevs provides tailored, user-focused designs that prioritise scalability and modern functionality.

NebulaDevs harnesses the power of Next.js to create high-performance web applications with server-side rendering, ensuring speed and responsiveness. For user authentication, real-time updates, and secure data storage, Supabase plays a central role, enabling seamless database integration and user management. The agency's designs are brought to life with TailwindCSS and Shadcn, creating accessible, visually appealing, and brand-consistent interfaces. E-commerce projects benefit from custom headless CMS solutions and integrated payment gateways, providing clients with flexible and scalable platforms.

To address the needs of high-traffic systems, Upstash adds an effective caching layer and protects APIs with intelligent rate limiting. Meanwhile, email workflows for transactional and marketing purposes are crafted using React Email and Resend, ensuring consistent communication with users. By combining technical expertise with a user-first approach, NebulaDevs redefines businesses' digital presence, transforming ideas into impactful, high-quality solutions.

ConvertMyCV

ConvertMyCV is an innovative platform that transforms static CVs into dynamic, interactive websites. The platform allows users to track recruiter engagement through advanced analytics and personalise their CVs for targeted sharing.

Key contributions:

• Dynamic CV Websites: Built features for real-time customisation of CV templates, leveraging Next.js for server-side rendering and dynamic routing.
• Recruiter Analytics: Developed tools to track recruiter behaviour, including time spent, scroll depth, and heatmaps, using OpenPanel.
• A/B Testing for CV Optimisation: Implemented a system to test different CV versions and measure engagement.
• Tech Stack:
  • Supabase: Managed user authentication, data storage, and real-time updates for CV modifications.
  • Google Cloud Vision: Automated extraction of information from uploaded PDFs and Word documents.
  • Trigger.dev: Automated background jobs for tracking user activity and processing CV updates.
  • Upstash: Improved performance by caching analytics data for quick retrieval.

ConvertMyCV is built to empower users with insights and flexibility, helping them stand out in the job market.

Key features include:

• Analytics Dashboard: Track recruiter engagement through time spent, heatmaps, and scroll tracking.
• Custom Slugs: Create personalized URLs for targeted sharing.
• A/B Testing: Refine your CV by testing different versions to see which one performs better.
• Privacy Controls: Password protection and notifications ensure your CV remains secure.
• Future Enhancements: Upcoming features will introduce AI-powered recommendations, recruiter feedback, and collaboration tools.

By turning static documents into interactive experiences, ConvertMyCV helps job seekers stand out in a competitive market.

Tap.tm Real Estate App

Tap.tm is a comprehensive real estate mobile application developed collaboratively with a colleague. The app offers:

• Real-time Notifications: Stay updated with the latest property listings and user interactions.
• Secure Payments: Integrated payment systems for seamless transactions.
• Listing and Image Uploads: Easily add new properties with support for high-resolution images.
• Multi-language Support: Accessible to a global audience with multiple language options.

The app delivers a production-grade experience, encompassing all essential features expected in modern real estate platforms.

Real Estate Backend Service with Elysia

I developed a robust backend service for the Tap.tm real estate app using Elysia. The service handles:

• User Authentication and Authorization: Secure login systems and permission management.
• Data Management: Efficient handling of property listings, user data, and transactional records.
• API Development: RESTful APIs that enable smooth communication between the frontend and backend.
• Scalability: Built with scalability in mind to accommodate a growing user base and feature set.

This backend service ensures that the app runs smoothly, securely, and efficiently, providing a solid foundation for future enhancements.

Astro-Game Project

The Astro-Game project is a web application that aggregates popular web-based games like Wordle, Globale, and others into a single platform. It crawls the web to find these games and features a "Game of the Day," offering users a new experience daily.

• Community Engagement: Used by hundreds of students at my school every morning as a relaxing activity before classes.
• User-Friendly Interface: Simplifies access to multiple games through a single, easy-to-navigate site.
• Educational Value: Encourages cognitive skills like problem-solving and vocabulary enhancement in a fun way.

This project highlights my ability to create engaging, user-centric applications that bring communities together.

Advanced Chatbot with RAG and Embeddings

I developed an advanced chatbot for a software company using Retrieval-Augmented Generation (RAG) and embeddings. The chatbot can:

• Knowledge Base Interaction: Answer user queries by accessing an extensive knowledge base.
• Action Execution: Perform actions within the web app, such as scheduling or updating calendar tasks.
• Natural Language Processing: Understand and respond to user inputs in a conversational manner.
• Integration: Seamlessly integrate with existing systems to enhance user productivity.

This project demonstrates my expertise in AI and machine learning, as well as my ability to handle sensitive, high-impact projects.

Freelance Projects

Before founding my own ventures, I worked on a variety of freelance projects, including:

• Legacy System Migration: Transitioned outdated websites to modern stacks like Next.js, improving performance and user experience.
• Data Visualization Dashboards: Built interactive dashboards for startups to help them make data-driven decisions.
• Custom Solutions: Developed bespoke applications tailored to unique business requirements.

Early Career

I gained my initial production experience with React and cloud platforms, working on tools to predict and resolve software regressions. This role laid the foundation for my passion for building scalable, user-focused applications.