Work

Intelligent LLM routing startup that selects the best model for each task. Beat frontier models on SWE-bench benchmarks. Scaled to 500+ users.

Built a transformer architecture from scratch, implementing attention mechanisms, positional encoding, and training pipelines from first principles.

Dynamic README generator that automatically creates beautiful and informative repository documentation from your codebase.

Implementing a transformer model from first principles, building each component from the ground up to deeply understand the architecture.

Machine learning-based threat detection system that identifies and classifies cyber attacks using network traffic analysis.

Research paper on the Mixture of Models (MoM) framework for intelligent LLM routing and model selection strategies.

Recursive Language Models for git repository analysis, enabling LLM-based code exploration through incremental data filtering.

AI ROI Calculator that evaluates AI implementation feasibility and returns strategic investment assessments in minutes.

AI-powered lead generation tool for SMEs, targeting the pharmaceutical industry with location-based client discovery across Algeria.

AI-powered sales assistant application built with Next.js to help sales teams streamline their workflow.

Ad-supported AI chat application providing free access to Claude-level intelligence, funded by contextual ads from Thrad's network.

A React and TypeScript web application built with Vite for fast development and optimized builds.

Research replication testing whether prompt repetition improves small language models' accuracy, achieving near-doubling on ARC-Challenge benchmarks.

Implementation of Long Short-Term Memory neural networks from first principles, building the architecture from the ground up.

A mini compiler built with Lex for lexical analysis and parsing, exploring compiler design and language processing.

Character-level RNN text generator trained on Harry Potter books, exploring sequence modeling, vanishing gradients, and the limits of recurrent architectures.