Piotr Karmelita@piotr_karmelita146

Risk Horizon is a multi-step AI agent for supplier risk and market disruption intelligence. Companies often depend on critical suppliers, logistics providers, manufacturers, and raw material sources, but early warning signs of disruption are scattered across the public web. Risk Horizon helps teams detect those signals faster by using live web data to search for supplier-related news, advisories, regulatory updates, market commentary, and disruption reports. The agent collects relevant sources, analyzes them for risks such as delays, shortages, sanctions, lawsuits, price changes, factory issues, and geopolitical events, then generates a source-backed risk report. Each report includes a risk score, confidence level, warning signals, business impact, source evidence, and recommended actions. Risk Horizon is designed for procurement, supply chain, operations, and finance teams that need to act before supplier disruptions become expensive business problems.

LazyBob is an intelligent development accelerator created for the IBM Bob Hackathon, designed to help developers transform ideas into working solutions faster and more efficiently. The platform combines automation, AI-powered analysis, and modern development workflows to reduce repetitive work and improve productivity across the entire software development lifecycle. Powered by IBM Bob and watsonx AI technologies, LazyBob assists developers with code understanding, automated documentation generation, debugging, refactoring, and workflow automation. The system can analyze existing codebases, generate onboarding materials, create API documentation, and provide intelligent code suggestions using IBM Granite models. It also supports automated code reviews, quality scoring, security analysis, and AI-driven task execution. A key part of the project is the interactive web dashboard, which provides real-time analytics, workflow monitoring, code quality visualization, and AI usage statistics through a responsive and modern interface. By combining backend automation with advanced AI capabilities, LazyBob acts as a smart development companion that accelerates learning, coding, collaboration, and project delivery.

OpsTune is an AI-powered industrial incident analysis system designed to help operations teams understand and act on technical incidents faster. In industrial environments, operator reports are often written as unstructured text, making it difficult to quickly identify severity, root causes, evidence, and next steps. OpsTune transforms these raw reports into structured, actionable intelligence using a fine-tuned large language model running on AMD hardware. The system takes a messy incident report as input and returns a clear JSON analysis including severity level, incident category, likely root causes, supporting evidence, recommended actions, confidence score, and a concise operational summary. This enables faster triage, better decision-making, and more consistent incident handling. Our goal is to demonstrate how domain-adapted AI workflows can improve industrial maintenance, reduce downtime, and support frontline teams with reliable, explainable incident analysis.

The Problem: Moral Failure and Stagnation (Focus: Relatable) Open-source healthcare innovation is crippled by subjective recognition, slow development, and the moral failure of systems prioritizing profit over patient care. Developers lack objective metrics for contribution quality, leading to burnout and talent exclusion based on static credentials, not real-world impact (e.g., the 900x faster MCP Server). The Solution: QUBIC's Meritocratic Architecture (Focus: Mechanics) QUBIC is the solution. It is a hybrid, autonomous governance protocol built for the Nostromo Launchpad. Off-Chain AI Analysis: Our AI Judge (LLM-Powered) scores every contribution (code quality, documentation, clinical utility, security compliance) against a public, weighted rubric. On-Chain Integrity: A secure Oracle posts the composite score to the Qubic C++ Smart Contract DAO. Trustless Rewards: The Smart Contract registers the contributor with a Platinum, Gold, or Silver tier and automatically distributes UC tokens and weighted voting power. The Qubic Advantage (Focus: Technical Edge) QUBIC leverages Qubic's high-performance C++ architecture for fast, deterministic execution, essential for mission-critical healthcare governance. This ensures that the DAO remains a Meritocratic Democracy—where governance power is based on proven, life-saving contributions, not token wealth. QUBIC is the trust layer that funds and sustains the Ubuntu Patient Care Rebellion.

Introducing RETENX: An AI-powered multi-agent system designed to help enterprises uncover hidden risks across customer relationships, procurement processes, and financial operations before they escalate into costly problems. By continuously analyzing complex data streams, RETENX provides early detection of potential churn, operational bottlenecks, and financial vulnerabilities, enabling teams to act strategically and safeguard revenue. With advanced risk correlation across departments, RETENX not only identifies isolated issues but also highlights systemic patterns that could impact overall business performance. Its autonomous workflow execution automates routine interventions, freeing teams from manual monitoring while ensuring timely and effective action. RETENX delivers real-time alerts, actionable task assignments, and executive-level briefings, equipping decision-makers with the insights they need to protect customer relationships, optimize processes, and drive sustainable business growth. By turning reactive measures into proactive intelligence, RETENX empowers organizations to stay ahead of risks, reduce operational losses, and enhance long-term resilience in a dynamic market environment.

AuraCare Assistant is an intelligent, AI-powered platform designed to revolutionize the patient experience by tackling the administrative friction in healthcare. From tedious intake forms to the confusing process of finding the right specialist, our application automates routine tasks, provides intelligent recommendations, and empowers patients to take control of their healthcare journey. By streamlining the administrative workflow, AuraCare allows healthcare providers to focus on what truly matters: delivering exceptional care. Our vision is to create a healthcare ecosystem where technology enhances the human element, making every interaction smoother, faster, and more empathetic. We believe that by reducing administrative burdens, we can foster better patient-provider relationships and improve overall health outcomes.

PayMind is an intelligent payment agent designed to simplify and automate real estate transactions using USDC on the Arc blockchain. It enables users to issue natural language commands like: “Pay my rent on the 1st of every month” “Transfer 600 USDC after the contract is signed” “Schedule a payment for property purchase next Friday” The agent understands these commands, verifies conditions, and executes payments securely using Circle’s Developer-Controlled Wallets and Arc’s EVM-compatible infrastructure. PayMind supports a wide range of real estate payment scenarios, including: - Monthly rent payments - Conditional transfers for property purchases - Insurance or deposit payments - Tokenized real estate transactions By combining AI and blockchain, PayMind bridges the gap between human intent and on-chain execution, making real-world asset payments smarter, faster, and more accessible.

Child-Safe AI Mentor is an educational and interactive platform that allows users—categorized as children, teens, or mature audiences—to safely engage with AI. The system is built using FastAPI (backend), Streamlit (frontend), and a logging mechanism that stores potentially unsafe content. It features a dual flagging system: automatic detection of inappropriate content and manual user-flagging. Parents have access to a secure review panel where they can approve, delete, or clear flagged responses. The platform also includes a badge reward system for positive engagement and personalization options like avatars and themes. This project prioritizes safe, age-appropriate AI interaction in educational settings.

🌍 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.

Build solutions that improve how software is built. Work with an AI that understands your codebase, helping you reduce repetitive work and build with real context. ⏳ Build your project in 48 hours. 🚀 Get hands-on with IBM Bob and explore how AI fits into real development workflows before it becomes standard. 💡 Build tools and workflows that developers would actually use. ⭐ Learn directly from experts throughout the event. 🤝 Join a team or build solo. 💰 Prize pool: $10,000 🧑🏻‍💻 Register before the Kick-Off Stream and start building with Bob.

Grab your ideas, spin up compute, and start building what’s next! Start with $100 in AMD Developer Cloud credits and begin building right away. Get access to hands-on tutorials, workshops, and curated learning resources to help you build faster and go further. To unlock credits and join the hackathon, sign up for the AMD AI Developer Program. 🤝 Go solo or team up — ship something real. 💰 $21,500+ total prize pool & 1 × AMD Radeon™ AI PRO R9700 GPU up for grabs. 📍 On-site Venue (May 9-10): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📍On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Developers, builders, and innovators - bring your boldest ideas and let’s turn them into real AI systems on AMD.