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Cameroon
3+ years of experience
I have 2+ years of experience building full-stack web applications and integrating AI tools into my development workflow. I use AI coding assistants (Cursor, Claude Code, ChatGPT) daily to accelerate development, debug, and refactor code. I've built a Python NLP sentiment analysis tool using TextBlob that classifies text as positive, negative, or neutral. I'm currently implementing Linear Regression as part of my machine learning journey and actively learning LLM integration, RAG pipelines, and agentic workflows. I'm comfortable with prompt engineering and using LLMs (Claude, GPT) to solve real problems.

Our project tackles the core challenge of Track 1: building a general-purpose AI agent that │ balances high accuracy with extreme token efficiency. In modern enterprise environments, routing │ every query to the most capable, premium model results in massive, unnecessary API costs. Our │ solution acts as a smart gateway intercepting tasks across various categories—including factual │ Q&A, mathematical reasoning, logic puzzles, and code generation. │ │ Instead of relying on an expensive LLM-based router, we engineered a deterministic, zero-token │ local heuristic router that runs completely locally within the container constraints (4GB RAM, 2 │ vCPU). By analyzing the semantic complexity and keyword triggers in the user's prompt (such as │ coding keywords or multi-step logic requirements), the router instantly categorizes the task. │ Simple tasks are routed to a fast, low-cost model, while complex tasks that demand deep reasoning │ are elevated to a premium 70B class model via the Fireworks AI API. │ │ This hybrid approach ensures that our agent comfortably passes the strict 80% accuracy gate while │ securing a highly competitive position on the token-efficiency leaderboard. The architecture is │ containerized via Docker for seamless deployment, and relies on strict system prompts to prevent │ conversational filler, ensuring we save every possible token for maximum ROI.
13 Jul 2026

EcoGuide AI Pro is an AI-powered eco travel planner that helps users design smart, sustainable trips with just a few inputs. The app collects the traveler’s profile, budget, days and interests, then uses Gemini and a small RAG engine built on curated CSV data (hotels, activities, places) to generate a personalized itinerary. Each plan includes a day-by-day schedule, eco-scores, cost estimates, carbon-saved approximation and simple reports such as time-balance, risk & safety and cost-leakage warnings. The UI is built with Streamlit and focuses on clarity: overview metrics, activities list, analysis tab, packing list and story tab. Even though some advanced features like PDF export and conversational chatbot are still experimental, the prototype already shows how AI can guide travelers toward greener choices in the Middle East.
19 Nov 2025

🌍 EcoTrack – AI for Sustainable Living EcoTrack is an AI-powered sustainability assistant that helps individuals, families, and organizations understand the real impact of their daily habits and make eco-friendly choices with confidence. Global Problem. The problem is that Individuals desire to be eco-friendly but often lack understanding of the real impact of their choices. Existing applications provide generic tips without actionable insights. Hence, EcoTrack Offers personalized, practical steps with measurable impact. It is powered by GPT-5, EcoTrack analyzes household bills, shopping data, and travel history to deliver personalized eco-actions with measurable savings in energy, water, and carbon emissions. With an interactive dashboard, chatbot, and visual footprint tracker, EcoTrack transforms sustainability into an engaging, data-driven, and scalable experience, empowering users worldwide to live greener and smarter. ✨ Key Features 💬 AI Chatbot Assistant – Get instant eco-friendly tips and recommendations. 📊 Interactive Dashboard – Track your energy, water, and carbon footprint in real time. 🛒 Smart Insights – Analyze shopping and travel data to suggest greener alternatives. 🌱 Personalized Eco-Actions – AI-generated sustainability plans tailored to your lifestyle. 📉 Impact Measurement – See the real difference your choices make in reducing emissions
24 Aug 2025

Discover a smarter way to savor meals with our AI-powered food ordering app, designed to make discovering and ordering effortless and personalized. This innovative platform goes beyond traditional delivery by leveraging artificial intelligence to tailor your dining experience. Perfect for busy professionals, health enthusiasts, or food adventurers, it adapts to your lifestyle, turning every meal into a joy. At its heart, an intelligent AI engine learns your preferences, dietary needs, and order history to craft a custom menu. Snap a photo of a dish, and our image recognition identifies it, suggests similar options, and links you to nearby restaurants. Order by voice? Our parsing feature converts your spoken requests into a structured order with ease. For quick decisions, the meal generator offers instant suggestions from a simple prompt. The AI also analyzes real-time trends, seasonal ingredients, and your location for dynamic meal ideas. Seeking a healthy option? It recommends nutrient-rich dishes. Hosting friends? It curates a diverse menu. Use natural language to filter dishes by craving, and enjoy personalized offers to save. Integrated with top restaurants, it offers global cuisines with efficient delivery. Features include real-time tracking, a weekly planner, and secure checkout. The intuitive interface ensures a seamless experience. Step into the future of food ordering—where AI meets indulgence—and redefine how you eat, one personalized meal at a time.
8 Jul 2025