Chiamaka Anyakora@Franceskora

Quantum Noise Management System (QNMS) is an autonomous cyber-physical system designed to monitor, diagnose, and actively correct performance degradation in semiconductor devices caused by noise, thermal stress, and defect accumulation. The system models a ring oscillator at device level using physics-based equations and continuously tracks key operational metrics such as frequency, temperature, current, and defect density. QNMS integrates an AI decision layer with a robotic control layer using NVIDIA Isaac Sim and Cosmos, where a simulated robot acts as a physical intervention agent. When performance falls below safe thresholds, the AI generates corrective actions that are executed through the robot, forming a closed-loop self-healing control system. All system states, AI decisions, and interventions are logged into a persistent database, enabling traceability, validation, and performance analysis. The project demonstrates how AI, robotics, and physics-based modeling can be combined to create autonomous systems for reliability management in future intelligent hardware.

ReguFlow AEGIS: The AI-Powered Financial Defense Engine Financial institutions lose over $4.2 billion annually to regulatory fines and sophisticated fraud rings, yet most compliance teams still rely on reactive, manual reviews. ReguFlow AEGIS (Automated Enforcement & Governance Intelligence System) solves this by deploying a dual-layer defense system that unifies preventative governance with proactive threat detection. First, the Real-Time NLP Guardrail acts as an intelligent firewall for customer support. Leveraging GPT-4o, it intercepts and analyzes every agent message in milliseconds. If an agent attempts to leak PII, promise "guaranteed returns," or suggest regulatory evasion, AEGIS blocks the message instantly preventing human error before it becomes a lawsuit. Simultaneously, the AEGIS Threat Hunter scans the transaction ledger using behavioral analysis to detect organized crime. Unlike simple rule-based filters, AEGIS identifies complex patterns like "Smurfing" Rings (structured deposits to evade reporting limits), Impossible Travel events, and Bot Swarms synchronized down to the millisecond. By combining these layers, ReguFlow AEGIS transforms compliance from a slow administrative burden into a real-time, automated security asset.

In today's fast-paced technology landscape, countless organizations are hampered by legacy code. This technical debt is often poorly documented, difficult to understand, and risky to modernize, slowing down innovation and increasing costs. Legacy Linter Ultimate tackles this challenge head-on by transforming the modernization process from a manual chore into an intelligent, automated experience. Powered by GPT-5's advanced reasoning, our application serves as a comprehensive AI development partner. When a user submits a piece of legacy code, it doesn't just return a translated version; it delivers a complete "Code Modernization Package" with five key features: Automated Documentation: The refactored code is delivered with clear, line-by-line comments and professional docstrings, making it instantly understandable and maintainable. Performance & Security Audits: The AI performs a quick audit of the new code, providing a report with actionable suggestions for performance optimization and potential security considerations. Unit Test Generation: To ensure reliability, the application automatically generates a basic, runnable unit test for the newly created function. Architectural Visualization: Users get an AI-generated flowchart or diagram of the new code's logic, providing an immediate visual understanding of its structure. Conversational Guidance: The AI can answer follow-up questions, explain the generated code, and even provide tailored, step-by-step instructions on how to implement it in different development environments.

ByteBound is a proactive, AI-powered travel co-pilot designed to revolutionize the entire travel experience by acting as a personal, intelligent agent. The platform is built around a fully conversational, voice-first interface, allowing users to speak their travel plans naturally and receive spoken replies, making it accessible even when hands-free. The core of the application is a sophisticated multi-agent orchestration system that seamlessly manages a user's entire journey. It begins by using the Groq API with a Llama 3 model to understand a user's natural language request, accurately extracting complex details like destinations, dates, and budget. From there, specialized agents take over, connecting to the Amadeus API to search, confirm, and book the best available flights, hotels, and local activities like tours and attractions. To enrich the user's itinerary, the system also uses the Tavily API to provide detailed suggestions for things to do at the destination. What makes ByteBound truly unique is its deep personalization and B2C model. All user preferences discovered during conversations are stored in a Neo4j Knowledge Graph, creating a reusable profile that allows the AI to make smarter recommendations over time. Furthermore, it incorporates a user's self-reported financial rhythm to make intelligent, budget-aware suggestions. To complete the B2C platform, ByteBound includes a "Partner" program. Businesses like hotels and airlines can register on the platform, and the AI will prioritize their offerings in search results when they fit the user's criteria. These partners will have access to their own analytics dashboard to monitor their performance. To ensure a professional and complete user experience, the platform also integrates the Twilio API to send instant SMS confirmations for all bookings and provides "Add to Calendar" links for all travel events.

ZeroWaste AI is an intelligent inventory management system designed to help businesses optimize stock levels, minimize waste, and automate restocking processes. It allows users to add, track, and manage inventory efficiently, supporting barcode scanning for easy product identification. The system includes AI-powered demand forecasting, providing insights into stock trends and future demand. Users can set low-stock alerts, generate restock reports as PDFs, and automate supplier orders when stock reaches a critical level. ZeroWaste AI features user authentication, ensuring secure access to inventory data. It also includes sales tracking functionality, enabling users to record and analyze sales performance. The platform provides interactive data visualizations, including sales trends and inventory analytics, allowing businesses to make data-driven decisions. Designed for efficiency and automation, ZeroWaste AI helps businesses reduce losses, improve supply chain management, and streamline inventory control with a user-friendly and intuitive interface.

Join our $1,000,000+ startup challenge series powered by Surge 📌 This announcement outlines the launch of a Global Human+AI Exchange — aligning universities, global cities, talent networks, and industry to accelerate human-centered AI innovation, technology transfer, and economic growth. 👉 Read more here ⏱️ 8 days to turn your idea, or existing product, into an investable demo. 📅 February 6 - 15, 2026 • Feb 6 - 14 (Online Phase) - Collaborate and build online with developers and AI innovators from around the world. All projects must be submitted by the end of the online phase on February 14th. 🕙 Doors open at 10:00 AM, first come, first served. • Feb 14 (On‑site Build Day) - Selected participants will be invited to an exclusive in‑person session to refine their projects and connect directly with mentors. • Feb 15 (On‑site Demos & Awards) - Live pitching sessions to a panel of judges and ecosystem partners, followed by the official winner announcement. 🌟 Get feedback from startup mentors and technical experts. 📍 On-site Venue (Feb 14–15): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 📲 Real-time on-site updates (SF) For real-time announcements and information during the on-site portion (Feb 14–15), join the LabLab SF Chapter WhatsApp group: 👉 Join the WhatsApp group 🤝 Join solo or with a team. New founders and existing startups are welcome. 🏆 $1,000,000+ in credits, token prizes, perks and funding opportunity. 📍 On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑‍💻 Apply now to build, validate, and pitch with purpose.

Join Deriv and lablab.ai for a high-intensity hybrid hackathon where top builders create AI prototypes, demo their work, and get fast-tracked to interviews. When • Sat, Jan 31, 2026- On-Site Pre-Hackathon: Deriv AI Meetup (Dubai) • Fri, Feb 6 - Opening words, Challenge, and Hackathon kick-off. (Dubai) • Sat, Feb 7 - Build and ship your prototype - 12 hours (Onsite +Online) • Sun, Feb 8 - Demos, judging, and next steps for standout teams. (Onsite +Online) On-Site Pre-Hackathon: Deriv AI Meetup Sat, Jan 31, 2026 · 2:00–6:00 PM (GST) · Dubai In-person talks, workshops, team formation, and networking with the Deriv team. 👉 Deriv AI Meetup registration What's in it for you • USD $10,000+ in prizes across categories • Mentors available to unblock you when you're stuck • Fast-track interviews for top performers - skip the queue • Real problems to solve - not toy demos Format • Teams of 1-3 • Hybrid: Dubai on-site or fully remote • On-site spots confirmed after screening Location • One by Omniyat, 24th Floor, Al Mustaqbal Street, Business Bay, Dubai, UAE • Travel and accommodation not provided. Apply now • Spots are limited. Shortlisting begins right after the event.

Join the next edition of our flagship AI hackathon — now featuring Google, AppliedAI, and Qdrant as official partners, with over $45,500 in prizes and exclusive partner challenges. After an incredible launch earlier this year, we’re back with the next edition of our AI hackathon series leading up to the /function1 AI Conference & Exhibition in Dubai. Tap into the power of AI to innovate, build, and take your AI skills to the next level in this high-impact hybrid experience. 📅November 14–19, 2025 • Nov 14–18: Collaborate and build online with AI enthusiasts from around the world. All projects must be submitted by end of day on November 18 • Nov 18 (Dubai): An exclusive on-site build day at Festival Arena Dubai for selected participants. • Nov 19 (Dubai): Live on-stage pitching & winners announcement at the /function1 Conference. 🌟 Get support from expert mentors throughout. 👥 Go solo or team up. 📍 Please note: On-site participation is by invitation only. Travel and accommodation will not be covered for selected participants. Further details will be shared with those accepted. 🧑🏻‍💻 Secure your spot now—sign up before the Kick-Off Stream!