Ellen Berhe@Ella241290

# Buy You Before — FitLab: AI-Powered Spatial Commerce Buy You Before is an AI-powered furniture shopping platform that solves a common e-commerce problem: determining whether furniture will actually fit a customer's room before purchasing it. Customers can describe their requirements in natural language, browse suitable products, upload photographs of their rooms, and visualize selected furniture in an interactive 3D simulation. **Our core innovation is FitLab**, an AI-driven failure-diagnosis and repair system. Rather than simply rejecting an unsuitable product, FitLab analyzes simulation failures, proposes corrective actions such as rotating furniture or selecting an alternative, and executes new simulations to test those actions. An independent geometry engine verifies every result, ensuring that AI-generated suggestions are never mistaken for proven fit. For AMD ACT III, we aim to integrate an open AI model served through vLLM on AMD GPU infrastructure using ROCm. Evolus AI will orchestrate agent workflows and connect the model to our existing simulation services through MCP tools. We also plan to develop a reproducible benchmark comparing conventional geometry-based recommendations with AI-assisted repairs. Metrics will include verified repair success, false-fit claims, simulation attempts, and latency. These experiments will help us evaluate improvements and potentially fine-tune the model using recorded failure-and-repair examples. **Technology stack:** Next.js, React, TypeScript, Tailwind CSS, Three.js, Python, FastAPI, PostgreSQL, Dapr, Redis, OpenCV, Shapely, vLLM, AMD ROCm, Evolus AI, and MCP. Our mission is to transform furniture shopping from guesswork into evidence-backed spatial decision-making, demonstrating AI that does not merely recommend solutions but tests its decisions in an executable environment and proves whether they work.

Formica AI is a vendor risk intelligence platform that replaces black-box scoring with transparent, swarm-driven mathematics. Built for procurement, security, and compliance teams, it ingests public signals breaches, lawsuits, layoffs, news, financial filings and maps vendor relationships across supply chains. At its core, Formica runs three algorithms in parallel. PageRank propagates risk through the vendor graph, treating each connection as a probabilistic transition. Artificial Bee Colony agents explore new vendor-signal pairs through discrete waggle dance moves. Ant Colony Optimization maintains persistent pheromone trails (τ) and adaptive heuristics (η), learning which signal types are reliably predictive for which vendors. The three layer scores combine with weights either configured via environment variables or learned offline via logistic regression on labeled incidents. A sigmoid calibration then maps the raw score to real world risk bands: LOW, MEDIUM, HIGH, or CRITICAL. Every score decomposes. An auditor can see exactly how many points came from graph predecessors like Stripe or AWS, which swarm signal paths fired with what probability, and which recent events contributed with what recency weight. Analysts close the loop by confirming or rejecting signals. That feedback updates pheromone trails and signal-type heuristics in real time — so the system improves with every use. Without Formica, companies lose an estimated 1.8million annually to vendor risk. WithFormica AI,net savings exceed 850,000 per year a 700% ROI with payback in under two months. And unlike any competitor, every number is traceable. No black boxes. Just math you can trust.

autorepair is an AI-powered vehicle diagnostics and repair assistance platform designed to help drivers quickly identify and understand car problems before visiting a mechanic. Users can upload photos, record engine sounds, or describe symptoms through text, and the system analyzes the issue using advanced multimodal artificial intelligence. The platform provides accurate diagnostics, repair recommendations, maintenance advice, safety warnings, and estimated repair costs in real time. The application is built with a modern full-stack architecture using **Next.js 14**, **React.js**, **TypeScript**, and **Tailwind CSS** for the frontend, creating a fast, responsive, and mobile-friendly user experience. The backend is powered by **FastAPI**, **Python**, **SQLAlchemy**, and **PostgreSQL**, ensuring high performance and scalability. AI workflows are managed using **LangGraph** and **LangChain**, while **Google Gemini AI** handles image, audio, and text analysis for intelligent diagnostics and repair reasoning. autorepair also supports live technician video consultations, guided DIY repair assistance, digital vehicle management, and smart repair evidence reports. The platform uses **Docker**, **Docker Compose**, and cloud VPS deployment for production readiness, making it scalable, secure, and easy to maintain. By combining AI automation with human expert support, autorepair helps drivers save time, reduce repair costs, and make safer vehicle maintenance decisions.

HealthGPT revolutionizes access to healthcare information through an AI-powered platform that delivers instant, reliable responses to health inquiries, 24/7. Many people struggle with timely access to trustworthy health information, complicated medical terms, and overwhelming online resources. HealthGPT tackles these by utilizing cutting-edge language model technology trained on verified medical knowledge. Its intuitive chat interface allows users of all backgrounds to receive clear, easy-to-understand answers and follow-up explanations. Privacy is rigorously safeguarded, and the system is regularly updated to improve accuracy and expand its knowledge base. HealthGPT empowers users to make informed health decisions, bridging important gaps in healthcare information accessibility.

FinanceBro.ai is an intelligent financial management platform that leverages cutting-edge AI to simplify and optimize every aspect of your financial life. From smart receipt processing to automated tax optimization, AI-driven investment strategies, and goal-based savings planning, our platform transforms how you manage money—saving you time, maximizing returns, and reducing stress. Built with advanced technologies like Natively.ai, Groq, and Llama, FinanceBro.ai delivers hyper-accurate, real-time insights while automating tedious financial tasks. ✨ Key Features 🔹 AI-Powered Receipt & Expense Tracking 📷 Upload receipts in any format (PDF, images, text) 🔍 AI extracts merchant, amount, date, and category 📊 Automatic expense categorization & reporting 💾 Seamless integration with accounting software 🔹 Automated Tax Optimization & Compliance 🧾 AI identifies tax deductions & credits 📅 Quarterly tax estimations to avoid surprises ⚖️ Compliance monitoring & audit trail generation 🔹 Smart Investment Recommendations 💹 AI-driven portfolio analysis & optimization 📈 Personalized investment recommendations ⚖️ Risk assessment & automatic rebalancing alerts 🔹 Goal-Based Savings & Spending Insights 🎯 Custom savings buckets for goals (e.g., vacation, retirement) 🤖 AI-powered spending recommendations to boost savings 🔹 Market Analysis for Smarter Investments 📊 Real-time stock & ETF analysis 📉 AI-powered trend forecasting Why FinanceBro.ai? ✅ Save Time – Automate expense tracking, taxes, and investments. ✅ Maximize Wealth – AI optimizes tax savings & investment returns. ✅ Stay Compliant – Never miss a deduction or regulatory update. ✅ Smart & Secure – Built with enterprise-grade security & next-gen AI. Take control of your finances—effortlessly. 🚀 Try FinanceBro.ai today!

Our project, AI-Powered Network Monitoring and Predictive Maintenance, is an innovative system designed to optimize network management. Leveraging real-time data, the platform provides comprehensive insights into key metrics such as latency, bandwidth utilization, and packet loss. It features predictive maintenance capabilities, identifying potential issues like congestion or hardware failures before they escalate. The system offers detailed alerts, performance analysis, and interactive dashboards for administrators to manage networks efficiently. With AI-driven automation and user-friendly interfaces, this solution minimizes downtime, improves reliability, and empowers businesses to stay ahead in the connectivity landscape. It’s an essential tool for modern IT infrastructure management.

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🌎 Hybrid Hackathon | 💻 Online Build: 12-17 October 2026 | On-site phase: 17-18 October 2026 To participate in the hackathon, simply click Sign up with AMD. If you are not already a member of the AMD AI Developer Program (ADP), you will need to create an account. The AMD Developer Hackathon: ACT III is a hands-on event for developers, founders, engineers and builders who want to push what’s possible with AI on real infrastructure. 📍 If approved for the on-site experience, you'll also have the opportunity to showcase your project live. Travel and accommodation will not be covered.

🌎 Online Hackathon | 💻 Month-long challenge | Dates: Sep 1–30, 2026 | 🏆 $10,000 Prize Pool ($5k cash + $5k in AAI credits) A month-long online challenge run by lablab.ai together with AssemblyAI, the Voice AI infrastructure company for builders. Every participant builds on AssemblyAI. You can join at any point — registration stays open for the whole build window, so you can start on day one or pick the project up halfway through and still submit. 🌍 Fully online hackathon. Join and build from anywhere in the world.

🌍 Hybrid Hackathon | 💻 Online Build: May 25–30,2026 | 📍 SF Onsite Finale: May 30–31,2026 We’ve unlocked the web for your AI. Now build what wasn’t possible before. Build AI agents with live web data, then join the SF onsite finale at Bright Data’s new Web Data Loft. 🚀 The onsite experience will take place during the opening of Bright Data’s new SF space, The Web Data Loft. 📍 On-site Venue (May 30–31): The Web Data Loft 625 2nd St, San Francisco, CA 🏆 $18,300 cash prize + Bright Data AI Startup Program opportunities 🍕 Free food, drinks, networking, workshops, mentorship, and live demos 🎁 Onsite attendees are automatically entered into a live giveaway for 4 × $100 Amazon gift cards. 🧑‍💻 Apply now to build AI agents powered by real-time web access.