Projects

Portfolio projects by Muhammad Iqbal Hilmy Izzulhaq across AI agents, RAG, MCP tool servers, NLP, LLM evaluation, full-stack AI apps, and applied data science.

• VerdictBench: Benchmarking Long Context and Retrieval-Augmented Generation on Indonesian Constitutional Court Verdicts - An empirical benchmark comparing Long Context, Dense RAG, and Multi-Stage RAG on 50 Indonesian Constitutional Court verdicts and 300 human-reviewed QA...
• EPC Tender Screening MCP - An MCP-only agent tool server for evidence-based EPC tender screening. It exposes HTTP and stdio MCP transports so Claude, ChatGPT, and other...
• T-cell Evidence Workbench - An evidence-first bioinformatics workbench for auditing and prioritizing primary human CD4+ T-cell CRISPRi Perturb-seq results. A deterministic Python...
• Distill – AI Paper-to-Insights - A full-stack AI web app that transforms academic papers into 7 interactive output formats: infographic, quiz, flashcards, mind-map, data table, slides, and...
• World Cup 2026 Prediction Engine - A probability-first forecasting system that predicts three-way international match outcomes from leakage-safe Elo, FIFA ranking, form, rest, venue, and...
• England vs France: Third-Place Match Analysis - A reproducible, multi-source analysis of England's 6–4 win over France in the 2026 World Cup bronze final. The study tests whether the match behaved like a...
• Argentina Comeback Analysis: How Rare Was 3–2 vs Egypt? - A statistical and counterfactual investigation of Argentina's late 3–2 comeback against Egypt in the 2026 World Cup Round of 16. At each tested late-match...
• AeroRUL – Turbofan Engine Remaining Useful Life Prediction - An end-to-end predictive-maintenance system for jet engines: raw sensor telemetry in, a maintenance recommendation out. Five genuinely different models —...
• HealthReach Indonesia: Capacity-Stratified Healthcare Accessibility Under Flood Disruption - An independent replication and extension of a KEMRI-Wellcome/Oxford disaster-accessibility methodology (Macharia et al., Kenya), applied to the real...
• Indonesia Wildfire Analysis: Evidence-Bounded Kalimantan Fire & Land-Cover Research - A gated, reproducible geospatial research program that separates validated evidence from unsupported human-fire narratives. It combines frozen study...
• InterviewMate AI - Virtual Interviewer Assistant - An interactive AI interviewer capable of holding dynamic voice conversations with candidates in real-time. Features WebRTC with the OpenAI Realtime API for...
• Love Notes AI - A personalized Valentine's Day message generator powered by Google Gemini API. Features smart generative networking, universal design for any recipient...
• PRD Generator - An enterprise-grade AI-powered web application for Product Managers to automatically generate Product Requirements Documents (PRDs) and export them as...
• Financial Wellness Agent (FWA) - Production-ready AI-powered personal finance PWA with multi-agent architecture and real-time market analysis. Features 6 specialized AI agents (Planner...
• Case Vault - AI Detective Visual Novel - A limitless, AI-generated noir detective visual novel where every case, suspect, and clue is uniquely created by Gemini 3.0. Features procedural...
• FocusForge - Learning Focus App - A Tauri 2.0 desktop application for enhanced learning through Pomodoro-style focus sessions, AI-powered knowledge consolidation, and gamification. Features...
• Universal Commerce Protocol (UCP) Agent - A production-ready AI Agent implementation of the Universal Commerce Protocol (UCP). Features a federated multi-shop architecture with 3 independent stores...
• ProcureMind - AI Procurement Assistant - An AI-powered procurement assistant designed to streamline the Request for Quote (RFQ) process. Features AI Parser for raw RFQ emails, Semantic Search for...
• Meeting Summarizer - A full-stack web application for transcribing meeting recordings and generating AI-powered summaries. Features OpenAI Whisper for audio transcription...
• Baseline Pro - Tennis Coaching Platform - A mobile-first tennis booking platform with Google SSO, interactive heatmap schedule, and comprehensive admin tools. Features include multi-step booking...
• Pandas vs Polars vs DuckDB Benchmark - A comprehensive benchmark of Pandas, Polars, and DuckDB on a 16GB laptop processing 13.1 million rows (Susenas 2024). Demonstrated 98% memory reduction and...
• Cybersecurity Analyzer Agent - A web-based tool designed to identify security vulnerabilities in Python code. Features AI-Driven Analysis using OpenAI's agents, Static Code Analysis with...
• Trader Agent Simulator – Autonomous Portfolio Management - Built an intelligent trader agent using the OpenAI Agents SDK, capable of alternating between trading and rebalancing its portfolio using real-time...
• Galaxy Morphology Classification - An interpretable deep learning project for classifying galaxy morphologies (Elliptical vs Spiral) using the Galaxy Zoo 2 dataset from SDSS images. Achieved...
• Text2SQL — Fine-tuning a ≤3B LLM for SQL Generation - End-to-end pipeline for fine-tuning a small (≤3B) open-source LLM to convert plain-English questions into executable SQL. Fine-tuned Qwen2.5-Coder-1.5B...
• IBM Applied Data Science Capstone - A comprehensive data science project predicting Falcon 9 first-stage landing success. Involves Web Scraping, Data Wrangling, EDA with SQL & Visualization...
• Career Digital Twin (RAG Chatbot) - Built and deployed a personal agent to represent my skills and experience to potential employers, automating the initial stages of job applications.
• Indonesian Parliament Activity Chatbot - This project implements a chatbot that can answer questions about the activities and agendas of the Indonesian Parliament members. It utilizes a SQL...
• Telco Churn Analysis - Developed a churn prediction model using AllKNN with hyperparameter tuning, focused on minimizing false negatives. Achieved 93.7% recall, reducing...
• Airbnb Data Analysis - Analyzed Airbnb listings in Bangkok to identify peak-season revenue opportunities for December. Implemented dynamic pricing, extended-stay discounts, and...
• Waste Classification with Transfer Learning - A computer-vision project (IBM Deep Learning with Keras & TensorFlow capstone) that classifies waste images into Recyclable and Organic categories using...