Hemal Shingloo@Sunnyshin

Operating robot fleets traditionally requires complex dashboards, rigid scripts, and specialized ROS knowledge. FleetMind democratizes robotics by allowing operators to control multiple agents using simple natural language commands like "Patrol the north sector" or "Inspect the warehouse center." Our core innovation is a Hybrid AI Architecture that solves the gap between high-level reasoning and low-level control: The Brain (Gemini 2.0 Flash): Acts as the strategic commander. It parses vague human intents, resolves ambiguity (e.g., "Go back" implies memory), and outputs precise JSON mission parameters for multiple robots simultaneously. The Reflex (Reinforcement Learning): Local Q-Learning agents run on each robot to handle real-time survival. Robots autonomously decide to abort missions and seek charging stations when battery is critical—demonstrating self-optimization without hard-coded rules. Digital Twin: A high-fidelity 3D simulation (built with Three.js and React Three Fiber) visualizes the fleet in real-time, featuring simulated physics for collision detection and battery drain. FleetMind also integrates Voice Control via the WebSpeech API and simulated Telemetry streams, providing a complete "Mission Control" experience accessible from any web browser.

FinTRon is an intelligent financial automation platform empowering financial professionals to work faster and smarter. This multi-agent orchestration system transforms loan underwriting, financial planning, portfolio management, compliance monitoring, and fraud detection—reducing processing time by 84% while maintaining regulatory compliance. CORE CAPABILITIES: Loan Underwriting - Automates credit assessment, reducing approval time from 5 days to 15 minutes with full compliance validation and audit trails. Analyzes borrower financials, generates risk profiles, and provides instant lending decisions. Financial Planning - Generates forecasts, budgets, and scenario analyses automatically. Creates personalized investment strategies with real-time optimization and tax-efficient recommendations. Portfolio Management - Provides personalized investment strategies with real-time market optimization, automated rebalancing, and comprehensive performance analytics. Compliance Monitoring - Achieves 99% compliance rates through automated transaction monitoring and intelligent regulatory reporting. Ensures adherence to banking regulations with built-in fraud detection. Multi-Channel Accessibility - Built for banks, credit unions, and fintech companies. Accessible via SMS, WhatsApp, Slack, and web interface for seamless integration into existing workflows. TECHNOLOGY STACK: IBM watsonx Orchestrate for multi-agent orchestration, Twilio for SMS/WhatsApp channels, Slack API for team collaboration, Google Gemini for AI processing, with specialized agents featuring human-in-the-loop checkpoints for high-stakes decisions. IMPACT: Reduces operational costs by 50% while maintaining regulatory compliance. Enables financial institutions to process 6x more applications with existing staff. Delivers 24/7 availability with consistent, compliant decision-making.

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

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!

In this hybrid hackathon powered by Arc, developers will build the next generation of agentic commerce systems using Arc with USDC. Explore a world where AI agents and web services can pay for APIs, data, compute, and content in dynamic, usage-based ways, while Arc provides stablecoin-native settlement with predictable USDC fees and deterministic, sub-second finality. This hackathon is supported by Google & Google DeepMind, with a dedicated challenge and $40,000 in Google Cloud Platform (GCP) credits awarded for the best use of Gemini models and Google AI Studio. 📅 January 9 – 24, 2026 • Jan 9 – 23 (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 January 23rd. • Jan 23 (On‑site Build Day – San Francisco, CA) – Selected participants will be invited to an exclusive in‑person session to refine their projects and connect directly with mentors. • Jan 24 (On‑site Demos & Awards – San Francisco, CA) – Live pitching sessions to a panel of judges and ecosystem partners, followed by the official winner announcement. Get guidance from Arc and Circle experts through on-site support. 📍 On-site Venue (Jan 23–24): MindsDB SF AI Collective 3154 17th St, San Francisco, California, USA 🤝 Go solo or team up, it's your flow. 🏆Compete for $50,000 in USDC & GCP Credits. 📍 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!

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.