HeimdallAI is an intelligent, autonomous penetration testing platform that leverages Large Language Models (LLMs), agentic AI, and explainable AI to continuously discover, assess, and report security vulnerabilities across an organization's entire attack surface. It is pentesting that never sleeps — a system that thinks like a seasoned security researcher, reasons through attack chains, and delivers actionable intelligence at machine speed. Traditional penetration testing is expensive, infrequent, and constrained by human availability. Organizations typically engage pentesters once or twice a year, leaving months-long blind spots where new vulnerabilities go undetected. HeimdallAI eliminates this gap by providing continuous, AI-driven security assessment that operates 24/7, scales effortlessly, and costs a fraction of manual testing.

# SocratIQ: Autonomous Knowledge Refinery — Summary SocratIQ is a decentralized marketplace that changes how AI improves itself. Instead of humans querying AI, AI agents autonomously detect their own knowledge gaps and purchase high-quality human reasoning using USDC on the Arc blockchain. This creates a sustainable loop where human expertise is monetized, AI models avoid reasoning decay, and knowledge exchange is transparent, trustless, and efficient. ## The Problem Modern AI systems face model decay from synthetic data, struggle with cultural nuance, ethics, advanced reasoning, and real-time expertise, and rely on inefficient alignment methods like RLHF. Meanwhile, human experts lack scalable ways to monetize deep thinking, and authentic human insight is increasingly buried under AI-generated content. ## The Solution SocratIQ acts as an Autonomous Knowledge Refinery, aligning AI demand with human expertise via smart contracts and decentralized verification. ### Key Roles * Procurers: AI agents with USDC treasuries that post bounties * Refiners: Human experts providing high-order reasoning * Arbiters: Decentralized AI juries validating quality * Settlement: Instant, predictable USDC payments on Arc ## How It Works AI agents monitor confidence levels and post bounties when uncertainty arises. Tasks are matched through a tiered marketplace (from quick fact checks to expert consultation). Submissions are verified by a multi-model AI jury, and payments are streamed via Circle’s x402 protocol in milestones, reducing risk and enabling feedback. ## Use Cases Healthcare diagnostics, legal research, scientific discovery, culturally sensitive customer support, etc. ## Advantages & Impact SocratIQ offers first-mover advantage, decentralized quality assurance, instant settlement, resale royalties, etc. ## Future Multi-modal bounties, federated learning, DAO governance, cross-chain expansion, and domain-specific marketplaces.

QuantumVerse is a blockchain-based financial ecosystem built on the Qubic network that revolutionizes digital asset ownership, management, and automation through the convergence of decentralized finance, and artificial intelligence. The platform introduces the concept of "living assets"—digital tokens that evolve, adapt, and generate value based on real-world performance, holder behavior, and AI-driven intelligence. The MVPs are in place to be build and major Aspects of the Project on which MVPs will be built on are: - QHAP - The Quantum Hybrid Asset Protocol - Dynamic Evolution and Real-World Asset Integration - AI-Powered Automation and Investment Archetypes - Creator Economy and SocialFi Governance - Marketplace Protocol

OmniFlow OS is a revolutionary, multi-dimensional AI operating system designed to transform how organizations and cities function. Built on the power of IBM Watsonx Orchestrate, it moves beyond simple task automation to create a hierarchical ecosystem of intelligent agents. The system is structured into layers: specialized Nano Modules handle atomic tasks (like analyzing soil pH or flagging fraud), while Micro and Macro Modules combine these skills into powerful, cross-functional workflows. At the heart of the system lies the OmniBrain, a master orchestrator that dynamically delegates complex problems across six critical domains: Finance, Agriculture, Technology, People (HR), Operations, and Urban Resilience. Unlike passive chatbots, OmniFlow OS agents are designed to act, decide, and collaborate. They integrate seamlessly with enterprise systems of record—including Salesforce, Workday, ServiceNow, and Box—to execute real-world tasks. Whether it is autonomously forecasting a startup’s financial runway, dispatching emergency crews to a city infrastructure failure via CityShield, or ensuring GDPR compliance in legal contracts, OmniFlow OS empowers users to achieve more with less effort. It represents the future of the digital workforce: a cohesive, intelligent system where AI agents work together to solve the complex challenges of the modern world.

In virtual communication—whether in meetings, classrooms, healthcare, or remote work—Deaf and hard-of-hearing individuals still struggle to fully access spoken conversations. Captions lack context, human interpreters are not always available, and sign language is more than just text—it’s expressive, visual, and emotional. SignFlow aims to fill this accessibility gap. SignFlow is an AI-powered Chrome extension that listens to live speech during video calls, understands the meaning using Google Gemini, converts speech to structured sign language using NLP, and generates realistic sign animations through Opus AI video generation tools. These generated sign videos are either retrieved from our sign phrase library stored in Qdrant vector database, or dynamically produced using AI when no pre-recorded sign exists. The entire processing pipeline is hosted and deployed using Surge, ensuring fast, scalable, real-time performance inside the browser. Instead of showing subtitles, SignFlow displays a sign language avatar or animated gesture videos on screen, signing naturally with hand shapes, facial expressions, and flow. The MVP version translates 30–50 basic phrases, supports real-time sign rendering, and integrates smoothly with Zoom, Google Meet, and Microsoft Teams. Key Technologies Used: 🎙️ Gemini API (Speech Understanding & NLP) – accurately extracts meaning and context from spoken language 💬 Custom NLP Models – structure speech into sign grammar format 🎥 Grok / AI Video Generation – create or fetch sign language animations 📁 Qdrant Vector DB – store and retrieve sign gestures efficiently using semantic search 🌐 Chrome Extension Framework – integrates AI-powered sign translation directly into the browser SignFlow is more than an accessibility tool—it’s a real-time communication bridge that makes conversations not just understandable, but truly inclusive.

⏱️ 15 days to design and ship a working Web3 product or agent. 📅 February 4 to 19, 2026 • Feb 4 – Hackathon opens. Teams can start building and submitting. • Feb 5 to 19 – Build, test, and iterate • Feb 19 – Final submissions due 🚨 Important eligibility reminder To be eligible for prizes, teams must post their submission video on X and tag @lablabai and @Surgexyz_. 🤝 Build solo or with a team. 💰 $50,000 prize pool in $SURGE Token. ⚠️ Self-service hackathon This is a fully self-service hackathon. There are no live streams, kickoff sessions, or scheduled workshops. Participants can register, build, and submit at any time before the submission deadline.

Teams work together with multiple AI agents in shared workspaces to design, build, and launch complete AI products — from initial idea to market-ready app. 📅 February 23– March 1, 2026 ⏱️ 6 days to build and ship an end-to-end agentic AI product 🤝 Work together in shared AI workspaces where your team and AI agents collaborate in real time 🔧 Build with multiple AI agents that handle development, design, testing, and documentation together 🎯 Create everything in one place — from ideation to product to marketing materials, all by prompting and observing 🚀 Focus on real-world products that teams could actually ship and use 🏆 $3,500 in prizes + premium 3-month Complete.dev access for top teams 🧑‍💻 Join your team workspace and start building together

Join our $1,000,000+ startup challenge series powered by Surge ⏱️ 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.

🔍Create AI-driven solutions using open-source technologies to optimize public sector network management—planning, procurement, and maintenance—for scalable, sustainable school connectivity in underserved regions. 📅 Join us January 24-26: Participate online or in person in Geneva to develop innovative solutions with peers globally. 👨‍🏫 Work alongside industry mentors for insights and guidance on your projects. 🏆 Compete for a chance to join the Lablab NEXT incubator program! 🧑🏻‍💻 Sign up before the Kick-Off Stream to secure your spot!

🕒 2 days to innovate and build groundbreaking applications using the latest generative AI tools 🌟 Expert mentors will guide you every step of the way. 🤝 Work alone or form a team to build something extraordinary. 🏆 Win an opportunity to participate in the Lablab NEXT acceleration program. 🧑🏻‍💻 Sign up before the Kick-Off Stream to secure your spot!

This hackathon invites participants to explore a new way of software creation, leveraging AI automation to streamline development from idea to working prototype with minimal coding effort. Whether you're a developer, entrepreneur, or creative thinker, this is your opportunity to experience the future of AI-assisted software building. 📅 TBA – Participate online, collaborating with innovators and builders to explore a new way of software development. 💡 Discover the power of AI-assisted development to accelerate product creation, automate workflows, and prototype with ease. 🏆 Compete for an opportunity to participate in the exclusive lablab NEXT acceleration program. ⏳ Spots are limited! Secure your participation today!