Madhava Brightly@madhavabrightly557

Screen-AI is a voice-controlled autonomous computer agent that enables users to interact with their computer naturally through speech. It combines real-time voice intelligence, screen perception, OCR, UI automation, and contextual computer-state awareness to understand applications, windows, files, browser tabs, contacts, and on-screen elements. Its Universal Target Resolution identifies the exact target behind natural commands, while the autonomous execution engine plans and performs tasks across the desktop. Every important action is observed and verified, with built-in recovery and self-healing mechanisms to handle failures and continue toward the user’s intended goal.

A real, production-ready AI Study Assistant — a browser-first, event-driven learning workspace for uploading real study documents, extracting their structure (text, headings, math, tables), building a knowledge graph from actual content, and chatting with a real AI provider grounded in your documents. Built with React 18, TypeScript, Vite 7, TailwindCSS v4, Zustand, React Router 7, react-markdown, KaTeX, pdfjs-dist, and d3-force / d3-zoom / d3-selection (interactive knowledge-graph visualization). All AI and web-fetching capabilities run through Supabase Edge Functions that proxy OpenRouter and Bright Data — provider credentials stay server-side, never in the client.

Memory Twin AI is a consent-based digital memory simulation designed for the AMD Developer Hackathon 2026. Instead of fine-tuning or training massive models from scratch, the system introduces an ultra-fast, explainable Retrieval-Augmented Generation (RAG) architecture running entirely on local AMD compute. By combining Qwen3-Embedding-0.6B and ChromaDB with Qwen2.5-7B-Instruct, the app achieves sub-second memory retrieval and response generation, pulling contextually relevant fictional memories out of a secure JSON vault based on cosine similarity. What makes Memory Twin AI truly unique is its intersection of radical engineering transparency and a warm, human-centric user interface. Every response inside the WhatsApp-inspired chat interface features a completely transparent "Explainable RAG Panel," mapping out the exact retrieval times, confidence scores, and models utilized. This pipeline feeds directly into a reactive 8-bit anime companion panel. Operating entirely via local browser TTS and lightweight Three.js bone rigs rather than slow, resource-heavy real-time video generation, the companion shifts expression, mood, and speech pacing dynamically based on the emotional category of the retrieved memory (such as humor, career, or childhood nostalgia). Built as a complete end-to-end prototype, the system includes a "Memory Atlas" timeline scrapbook, an automated multi-step Hackathon Demo Mode for video presentation, and a dedicated AMD Compute Proof screen that pulls live system metrics directly from the FastAPI backend to prove native ROCm/PyTorch acceleration.

Six Matches. One leaderboard. Build on AMD, earn points and compete for prizes.

🌎 Hybrid Hackathon | 💻 Online Build: October 16–19, 2026 | 📍 On-site: October 19–20, 2026 The official hackathon of AI & Big Data Expo Europe, organized by TechEx Events and lablab.ai. Build AI applications and agents across AI, cybersecurity, cloud, IoT, automation, edge computing, digital transformation, and data infrastructure, then showcase your project live at one of Europe's largest enterprise technology events. 📍 On-site Venue (October 19–20): RAI Amsterdam Europaplein 24, 1078 GZ Amsterdam, Netherlands 📍 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.

🌎 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 | 💻 Online Build: Sept 26 - Oct 5, 2026 A virtual, global hackathon. Build from anywhere in the world. Dark Factory is the official hackathon of WeAreDevelopers World Congress North America, presented by BAND, but you don't need to be in San Jose to take part. For one week, you build a software factory in BAND Desktop: a band of coding agents that plans work, implements it and checks its own results. 🎟️ Bonus for sign-ups: you are eligible for a free ticket to WeAreDevelopers World Congress North America in San Jose (Sep 23–25). If you do go, stop by the BAND booth: a surprise is waiting for you.