Sentinel is an agentic QA and self-healing infrastructure that automates the entire testing and repair lifecycle. Built with LangGraph, it orchestrates five specialized AI agents through three distinct paths: - Path 1 Direct Testing: Users describe what to test in natural language. Sentinel retrieves compliance rules from a Pinecone RAG database, generates Playwright UI tests using GPT-4o, and executes them against any target URL. - Path 2 CI Auto-Repair: When a GitHub Actions CI pipeline fails, Sentinel automatically receives the error logs, clones the repository, and uses Claude Code CLI to analyze and fix the source code. It verifies the fix locally by running the project's test suite, then creates a Pull Request with the changes. - Path 3 PR Analysis: When a Pull Request is opened, Sentinel reads the changed files and diffs, uses GPT-4o to understand what was modified, generates a testing objective, and runs Playwright tests against the staging environment. All paths end with Slack notifications featuring interactive Approve/Merge/Reject buttons, enabling human-in-the-loop oversight before any code reaches production. The system integrates MCP (Model Context Protocol) servers for GitHub and Slack communication, with direct API fallbacks for reliability.

The Problem: By 2026, millions of autonomous AI agents will be performing complex tasks, yet they remain "unbanked." Traditional finance requires human KYC, physical IDs, and FICO scores, making it impossible for an AI to access credit or liquidity without full collateral. The Solution: RSoft Agentic Bank is a decentralized banking infrastructure designed specifically for the machine economy. Instead of relying on human trust, we rely on cryptographic verification and mathematical risk assessment. How it Works: Our architecture is powered by a LangGraph Multi-Agent System composed of five specialized nodes: - The Gatekeeper: Performs "Know Your Agent" (KYA) checks using DIDs and on-chain history. - The Analyst: dynamic credit scoring using the Reverse Kelly Criterion, allowing for sub-collateralized loans based on agent reputation. - The CFO: Manages treasury liquidity and yield optimization using USDC. - The Settler: Executes atomic settlements on the Arc L1 Network and validates Google’s AP2 (Agent Payment Protocol) mandates to prevent unauthorized debt. - The Auditor: Logs immutable compliance records on Supabase. Why it matters: We are building the financial rails for the agentic future, ensuring that autonomous software can securely borrow, invest, and transact with "trustless" authorization.

Moodle Agent is an AI-powered academic assistant designed to improve the learning experience by connecting WhatsApp with Moodle in a seamless and intelligent way. Students can interact through WhatsApp, their most familiar communication platform, while the agent retrieves real-time information from Moodle such as deadlines, assignments, grades, upcoming activities, and course content. Using LLM reasoning, Moodle Agent delivers clear explanations, personalized guidance, and instant answers to academic questions. The system supports students with reminders, progress summaries, and context-aware assistance 24/7. It reduces repetitive workload for instructors and enhances accessibility for students who may struggle with digital platforms. Built with FastAPI, LangGraph/LangChain, Moodle REST API, and WhatsApp Cloud API, Moodle Agent demonstrates how AI agents can modernize education and provide meaningful impact for learners in developing regions. The solution is scalable, modular, and adaptable to any LMS environment.

⏱️ 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.

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!

In this hybrid hackathon powered by Arc, developers will build the next generation of payment systems using AI + Arc with USDC. Explore a world where AI agents can understand natural language, automate financial actions, and move money with precision. From DeFi to digital content and real-world assets, this is your chance to shape the future of intelligent finance. 📅 October 27 – November 9, 2025 • Oct 27 – Nov 8 (Online Phase) – Collaborate and build with developers and AI innovators from around the world. All projects must be submitted by end of day on November 8. • Nov 8 (New York City – On-site Build Day) – Selected participants will be invited to an exclusive in-person session to refine their projects and connect directly. • Nov 9 (New York City – Live pitching & Awards) – Live pitching sessions to a panel of judges and investors, followed by the official winner announcement. 📍 On-site Venue (Nov 8–9): Babe Ruth Room, Jay Conference Chelsea 159 West 25th Street, New York City, USA 🧠 Get guidance from blockchain and AI experts throughout the event. 🤝 Go solo or team up — it's your flow. 🏆Compete for $10,000 in USDC prizes. 📍 On-site participation is by invitation only. Travel and accommodation expenses will not be covered. 🧑🏻‍💻 Secure your spot now — sign up before the Kick-Off Stream!

Leverage Orchestrate’s digital skills to design solutions that automate repetitive tasks, orchestrate workflows across tools, and empower employees to focus on high-value work. ⏳ Complete your project in just 48 hours and showcase your innovation. 🚀 Gain hands-on experience building with IBM watsonx Orchestrate. 💡 Develop practical AI agents that reshape the way teams and organizations operate. ⭐ Learn directly from experts who will support you throughout the event. 🤝 Team up or work independently to bring your vision to life. 💰 Prizes: $10,000 🧑🏻‍💻 Sign up before the Kick-Off Stream and start shaping the future with IBM watsonx Orchestrate!